{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dxeoNO5iYnsAjdywnKym20+1inVFMyUrsl2OW1XtY8dB27ty4k4fXLGfxxLR+uV+llFKjRqsxZkl3GxhjfMBCEUkFnhaRecDdQAkQA9wPfA34frtdO5t/0fdSnG5oY50RaMmkNFzRDt44WhHpoSil1IA4VFzH6vU7yE2J49E7uw4g+9uYJBcb1yxjTFIsq9Zt53hZQ887KaWUUn1gjKkBNgHXGWOKjaUZWAcs62SXAmB8yOVxQNFAjE2DyBHIFR3F8skZvHGsPNJDUUqpfne2sokVa7cTH+Nk45plZCYOTgAZMCbJxSN3LCc6ysHnH3sHj9c3qMdXSik1colIlp2BRETigGuAwyKSY18nwEeBdzvZ/UXgWhFJE5E04Fr7un6nQeQIddmMLE6WN1JQ3RTpoSilVL8pq/Nw60Pb8Pr8PLxmGePS4iMyjnFp8fzshgUcLqnnnucPRWQMSimlRqQc4DUR2QfswGqU8xzwqIjsB/YDmcD/AojIEhF5EMBuqPMDe78dwPcDTXb6m86JHKEum241fHjjaAU3L58Q4dEopdR7V9vkZcXa7VQ0NPPYnRcwPcIdUq+cOYa7LpvC/W+c5MKpGXzwvJyIjkcppdTwZ4zZByzq5Pqruth+J3BHyOW1wNoBG6BNM5Ej1LQxieSkuHjjqJa0KqWGP3eLjzUbdnCivIH7b1vCwvGpkR4SAF+9diaLJqTylSf3sr+gNtLDUUoppQaFBpEjlIhwwZQMduf3+9qiSik1qLw+P595dBfvnK3m1zcu4pLpQ2dpjRing/tvW0J6QgyrN+zQKQRKqSHB5zd86o9beHTbmUgPRY1QGkSOYLPGJlFa10xNU0ukh6KUUn3i9xu++tReNh0p556PnTckS0azkmJZv2opHq+P1et3UOfxRnpISqlR7qUDJWw7VcW2kwMyHU4pDSJHshljrflCR0rqIzwSpZTqPWMM33v2AH/bU8R/XzeTm5YN3fnd07OT+OOtizlZ3shnHtlFS6s/0kNSSo1Sxhj++MZJAMrr269Fr1T/0CByBJtlB5FHSzWIVEoNP7/+1zE2bDnDnZdO5jOXT430cHp00bRMfvzv89l8vJJvPr0fYwZkfWellOrWzjPV7MmvIcbpoLxBg0g1MDSIHMHGJrtIcjk5rJlIpdQws3HLaX71yjE+uXgc3/jgbKxlsYa+TywexxeumsZTuwr43WvHIz0cpdQodP8bJ0mLj+b6BbmaiVQDRpf4GMFEhFljkzQTqZQaVp7bV8R3/n6Aa2Zn86OPnzdsAsiAL79vBvnVbn720lHGp8dz/cK8SA9JKTVKnKls5JVDpfznldOIjnJQ6/bS3Ooj1hkV6aGpEUYzkSPcjOwkDpfUa1mVUmpYeOtYBV/+0x6WTkzn3psX4Ywafn+mRIQf//t5LJuczn89tY9tJysjPSSl1ChhfeaD980ZS1ZSLAAVDdpgUfW/4ffXWfXKrLFJ1HtaKanzRHooSinVrX0FNdz18E6mZiXywMoluKKH7zfnsc4o7r9tMePS47hz405tcKaUGhQNnlYAklzOYBBZpp8B1QDQIHKEm5FtNdfReZFKqaHsZHkDt6/bQXpCDBtXLyMlLjrSQ3rPUuNj2LBqGa7oKFau3U5hjTvSQ1JKjXCNLVYQmRgSROq8SDUQNIgc4WYGOrRqEKmUGqKKa93c9tB2BHh4zXLGJLsiPaR+Mz49ng2rl9HY3MqKh7ZR3ahlZUqpgVNvZyITY52MSbLeS7VDqxoIGkSOcKnxMWQnx2oplVJqSKpsaObWB7dR6/ayftUyJmcmRHpI/W52TjIPrFxCfrWb1Rt20GRnCpRSqr81NrfidAixTgcZiTGAZiLVwNAgchSYOTaZI9qhVSk1xNR5vKxct52CajcPrVzCeeNSIj2kAXPBlAx+c+NC9uTX8PnHduP1+SM9JKXUCNTY3EpCrBMRITrKQXpCjAaRakBoEDkKzMxO5FhZA636oUUpNUS4W3zcsX4nh4vrue/WxSyfkhHpIQ246+bl8IPr5/Hq4TK+/pf92jVbKdXv6ptbSYw9t4JfVmKsBpFqQAxoECkiXxSRd0XkgIh8qZPb00TkaRHZJyLbRWReT/uKyE9F5LC9z9MikmpfnyEir4lIg4jc2+44i0Vkv4gcF5HfiL3omIh80r5/v4gsabfP3fb2R0Tk/f392AymGdlJtLT6OVPVFOmhKKUULa1+PvPoLnacqeKXn1rIlbPGRHpIg+bWCybyxaun85d3Cvi/F49EejhKqRGmsX0QmRSrcyLVgBiwINIOCO8ElgELgA+JyPR2m30D2GOMmQ+sAH4dxr4vA/PsfY4Cd9vXe4D/Ab7ayXD+ANwFTLd/rrOvfxf4OPBGu7HPAW4E5trb/l5Ehm2v+UCH1mOlDREeiVJqtPP5Df/vyT1sOlLODz92Hh9ekBvpIQ26L10znZuXT+APm06w9q1TkR6OUmoEaWhuJSH23EfWrKRYyuo0iFT9byAzkbOBrcaYJmNMK/A68LF228wB/gVgjDkMTBKR7O72Nca8ZF8HsBUYZ1/faIx5CyuYDBKRHCDZGLPFWLVDG4GP2vscMsZ09lXw9cATxphmY8wp4DhWQDssTR2TCMDxMp0XqZSKHGMM33pmP8/tK+YbH5zFTcsmRHpIESEi/OD6eVw3dyzff+4gf99bFOkhKaVGiIZmH4muc0skBTKRWj6v+puz50367F3gHhHJANzAB4Gd7bbZi5UJfEtElgETsYLCcPYFWA38qYdx5AEFIZcL7Ot62mdrT/uIyF1YGU6cTiebNm3q4W4jJ8MlbN5/gnmOwkgPRQENDQ1D+vWihp7h/poxxvDkUS8vnPLy4anRzPDns2lTfqSHFVEfzzWcKnLw5Sd2c/bYIeZl9n/By3B/3ajBp6+Z4a28qonoREfwOawr9dLS6ucfr2wiIVoG7Lj6uhl9BiyINMYcEpGfYJWfNmAFjO37mv8Y+LWI7AH2A7uB1nD2FZFv2tc92sNQOvuN6enrmLD2McbcD9wPkJCQYK644ooe7jZy5p3cTkVDM1dccWmkh6KATZs2MZRfL2roGe6vmQfeOMkLpw6x8sKJfPcjc7Gnpo96yy/y8qk/buEP+5p44q7+71A73F83avDpa2Z487/9L6aMz+SKKxYAUJtayBNH9jBzwVKm2ZVpA0FfN6PPgDbWMcY8ZIw53xhzGVAFHGt3e50xZpUxZiHWnMgs4FRP+4rISuBDwC2m5/x8AXbJq20c0FPtUAEwvpf7DGnTxyRyvKwBn1/LGZRSg+vve4u45x+H+Lf5OXznwxpAhkqJi2bD6mWkxsdw+7rtnKpojPSQlFLDyMsHSymtOzeTK7DER0BWYiyga0Wq/jfQ3VnH2P9OwCpbfbzd7akiEmNfvAN4wxhT192+InId8DXgI8aYHtuNGmOKgXoRucDuyroC+FsPu/0duFFEYkVkMlYznu1hnPKQNW1MIs2tfgqr3ZEeilJqFHn7RAVfeXIPyyan8/NPLsDh0ACyvexkFxvXLMNvDCvWbqOs3tPzTkqpUa+41s2dG3fy6NYzgDVtoKGlY3dWQDu0qn430OtE/kVEDgLPAp8zxlSLyKdF5NP27bOBAyJyGPgA8MXu9rWvvxdIAl4WkT0icl9gBxE5DfwCuF1ECuwuqwCfAR7EapBzAnjB3v5jIlIAXAg8LyIvAhhjDgBPAgeBf9rH9/XfwzL4pmfbzXXKtbmOUmpwvFtYy10bdzE5M4EHbluCK3rYNrkecFOzElm3ahkV9S2sXLuDOo830kNSSg1xrx4uA6CisQWAphYfxtB5EKmZSNXPBrKxDsaYDhPwjDH3hfx/C1aWL6x97eundXO8SV1cvxOY18n1TwNPd7HPPcA9XR1ruJmWdW6Zj6tmZUd4NEqpke5URSMr124nJS6ajauXkxIf3fNOo9zC8ancd9ti1qzfwZ0bdrJh9TINvJVSXXr1kBVE1jRZQWRDs9U+JLScNSUumpgoh1Y4qH430JlINUSkxEczJimWY2W6VqRSamCV1nm47aFtGODhNcsYm+KK9JCGjctnZPHzGxaw7VQVX3xit85jV0p1yuP1sflEBQDVjVblQiCITHKdCyJFxFrmQzORqp9pEDmKTM+2musopdRAqW3ysuKh7VQ3trBh1TKmZA1cN8CR6vqFeXznw3N48UAp33pmv67vptQw0erz8/rR8kH5nd1yohKP10+yy0m1nYlsDGQiY9oWGmZqEKkGgAaRo8i0LCuI1A8kSqmB4G7xsXrDDk5VNPLAiv5frmI0WXXxZD535VQe357Pz186GunhKKXC8MjWM6xcu51NR8oH/Fj/OlxKfEwUV84aQ02TnYn0dCxnBatDqwaRqr9pEDmKTMtOoqG5lZI6rYtXSvUvr8/PZx/dxTtnq/nVjQu5aFpmpIc07H312pncuHQ89752nHWbT0V6OEqpbhhjeHx7PgBP7szv9f7Fte6wv+Q3xvDqoTIumZZJdrIrmInsrJwV0HJWNSA0iBxFptuLzB4r1ZJWpVT/8fsN//3nfbx2pJx7PnoeHzwvJ9JDGhFEhP/96DyunZPN9549yN/2FEZ6SEqpLrxztoYjpfXkpcbxyqFSKnuxpEZRjZtLfvJa2BnMwyX1FNV6uHr2GFLjo2lu9eNu8XXaWAcgN8VFZWMLHu+wXmhADTEaRI4igSBS50UqpfqLMYYfPH+Qp3cX8tVrZ3Dz8gmRHtKI4oxy8JubFrF8cjpfeXIvrx8d+DI5pVTvPb79LAkxUdx78yK8PsMze4rC3re41oPPbzhRHt7nswNFdQAsnZROWry13Hp1U0twTmRiuyByXHocAAW6VrjqRxpEjiIZibFkJsZwqLgu0kNRSo0Qv3z5KOs2n2b1xZP53JVdrsCk3gNXdBQPrFzC9OwkPvPILvbk10R6SEqpELVuL8/tK+IjC/NYNCGNBeNTeWpnftjlqfX2urAlteFNN3K3BMpWo0mzl0+qbmqhodnKNLYPIsenxQOQX90U1v0rFQ4NIkeZubkp7C+sjfQwlFIjwB9fP8FvXj3Op5aM538+NBsRifSQRqxkVzQbVi8lMzGWVeu2a0WJUkPI3/YU4vH6uXmZVYlxw5JxHC6pD/vzVp3dEKc0zHmLbrssNS4milQ7E1nT5KWh2UuUQ3BFt/14P84OIjUTqfqTBpGjzHl5KRwra9C6eKXUe/LotjP86IXDfGh+Dj/8+HkaQA6CMUkuHl6zjCiHgxUPbaO4Vj8QKjUUvLC/hJnZScGO1B9ekEtMlIN/7C8Ja/9AJrI0zMaH7hY/AHHRUcFy1qrGFhqbfSTERHV4Px6TFEtMlIOCKs1Eqv6jQeQoc964FHx+w0EtaVVK9dEzuwv51jPvcvWsMfzyUwuJcmgAOVgmZiSwftVS6jytrHhoOzV2V0al1ODw+Q3Hy+qDl1t9fvYW1LB8SnrwumRXNHlpcWGXj9a5rUxkWbhBpNdHjNNBlEOC5aw1TS3Ue1o7lLICOBxCXlqcZiJVv9IgcpQ5L8/6luxdLWlVSvXBq4dL+cpTe7lgcga/u+V8oqP0z8hgm5eXwgMrlnCmsonV63fgbtHKEqUGyy9fPsq1v3yDM5WNABwpraepxcf5E9LabJeT4qK4JrygLTgnss4T1jxKj9dHXHQUQLCctbrJS2NzK4mujkEkwLi0OAp0TqTqR/rXf5TJSXGRkRDD/gINIpVSvbOvoIbPPbqb2TlJPLByCS77Q4wafBdOzeA3Ny1kT34Nn310F16fP9JDUmpYeXZvEXdt3NmrfQqqm7j/zZP4DcHlON45azW66hhExlEcZqOcOjuI9Hj9wfmR3WlqaQ0GkTFOBwkxUXZjndYOy3sEjEuLJ18zkcOCiLhEZLuI7BWRAyLyPfv6R0XkiIi8KyJrRSS6i/19IrLH/vn7QI1Tg8hRRkSYl6fNdZRSvXPWznplJMaw9valnZZMqcF13bwc/vej5/HakXK+9ud9+P3hdYJUSsHbJyp46WApVY3hl4T/9MUjCNYcwzfs5XZ2n60mMzGG8fYyGgG5qS5K6zy0hvEFT31I4BhOSavb6ycu5tyXeKnxMXZjnc7LWcHKRFrzJnsOUlXENQNXGWMWAAuB60TkAihMbBwAACAASURBVOBRYBZwHhAH3NHF/m5jzEL75yMDNUgNIkchba6jlOqNioZmVqzdhtdnWL9qGWOSXJEekrLdvHwCX3nfDP66u5Af/uNQ2EsKKDXa1TRZ2b8jJfU9bGnZfbaav+0p4s5Lp3DdvLG8faKS5lYfu8/WsGhCWodmNjkpcfgNlIXRcbXO7Q3+vyScILLF16YSJD0hJrhOZFdB5Pj00dGhtdbtbTNndTgylkAL7mj7xxhj/mHfZoDtwLiIDRINIkeleXnaXEcpFZ6G5lZWrdtBSZ2HtbcvYdqYxEgPSbXz+aumcftFk3jwrVP88Y2TkR6OUsNCIIg8WhpewPG7146TmRjLp6+YyuUzsnB7fbx8sJRTFY0dSlkBclKtL9vC6aJc72klL9XKZJbW9Rx0WnMiz32ET42PpjqMTCQwoudFGmP4zCO7+MR9W4Z6ZYZTRHaG/NzVfgMRiRKRPUAZ8LIxZlvIbdHAbcA/u7h/l32/W0XkowNyBoDWI41CgRbU7xbWdvrGp5RSAM2tPv7j4Z0cLK7jgRWLWTwxveed1KATEb79oTlUNbbw4xcOk54Qww1Lxkd6WEoNadV2Z+MjYQaRJ8sbWT4lncRYJxdMySA6SvjNv44BsGhCaoftc1OsoK2oxsPiid3fd53Hy9QxiRTWuMNa5sPt9bUpZ02Lj+FsVVMPcyIDQeTIzUS+8G4Jb5+oBOBkReNQ/tKz1RizpLsNjDE+YKGIpAJPi8g8Y8y79s2/B94wxrzZxe4TjDFFIjIFeFVE9htjTvTf8C2aiRyFclNcpGtzHaVUN3x+w/97ci+bj1fyk3+fz1WzsiM9JNUNh0P42ScXcOn0TO7+635eOVga6SEpNaTV2iWkR8MoZzXGUFzrISfZyi4mxDpZOimdo6UNRDmE+faX86Fye5mJzE6KJdnlDG9OZIuPuOhzwWJafHRwvmNXmcisxFhinQ7ye7FWpN9vOFs5PDKX7hYf9zx/iDFJsQDsL6yJ8Ij6hzGmBtgEXAcgIt8BsoD/180+Rfa/J+19Fw3E2DSIHIVEhPPyUthbMDJ+wZRS/csYw/eePcDz+4q5+wOz+MTiiE67UGGKcTq479bFzMtN5nOPvcOuM1WRHpJSQ1ZwTmRpfY9zievcrbi9PsamnJsPfvmMLABm5yQRH9MxcEtyRZMU66SopuegsM7tJTkumuxkV3hzIttlIlPjY6j3tOI3dLnEh4jYy3yEn4l8bPtZrv7FJiobei6xjbQ/vH6Cwho3v75xEXHRUezNH76JEhHJsjOQiEgccA1wWETuAN4P3GSM6bRjk4ikiUis/f9M4GLg4ECMU4PIUeryGVkcLW1g99nqSA9FKTXE/PbV42zccoY7L53Mf1w+NdLDUb2QEOtk7e1LyU2NY/X6nRTW69IfSrXn8fqsoDDZRb2ntcfArbjOCrxyUs51YL3MDiK7mxaUk+rqMRPZ6vPT2OIjyeUkO9kV1pxIKxN57iN8Wvy5lR66KmcFq7lOfi/mRL52uAyvz3CyojHsfSJl45bTXDd3LBdOzWBeXvJwX4UgB3hNRPYBO7DmRD4H3AdkA1vs5Tu+DSAiS0TkQXvf2cBOEdkLvAb82BijQaTqPzcsHU+Sy8mDb56K9FCUUkPIo9vO8IuXj/LxRXnc/YHZkR6O6oOMxFg2rl5GrNPBz3Z6KAxzwXOlRotAKevyKdY878M9lLQG1nsMzUTOGpvEF6+ezm0XdD3hMZy1IhvsJTeSXVYmMrwlPnzBdSIB0hJigv9P6iaI7E0m0uvzs+2UVc0w1Etam1t91DR5mZeXDMB5eakcKKoNa3mVocgYs88Ys8gYM98YM88Y8337eqcxZmrI8h2B63caY+6w//+2MeY8Y8wC+9+HBmqcGkSOUomxTm5ZPpEX3i0e8m8OSqnB8c93i/mfZ97lyplZ/OQT83E4pOed1JA0Pj2eDauX4fEZVjy0jeperIWn1EgXKGVdNtkKInuaF1liB4I5IUGkiPDl981genZSl/vlproo6uFLnMAakVYmMpay+uYeO4u6vT5c7cpZA7rLRI5Li6fW7aXO4+1ym4B9BTXBAPdML+ZRRkJgrc/0BGs+5ILxKXi8fo6VWatk/PAfh/jTjrMRG99IpUHkKLbq4klEOYS1mzUbqdRot/l4BV94fA8Lx6fyu1vOJzpK/zwMd7Nzkvni+S7yq92sWr9DFxlXylZjd2adlJFAdnJsjx1ai2s9OASy7KYt4cpJiaOioYXmVh/NrT42vH26wxrdgaxoYE5kq99Q2c2XPj6/oaXV3zYTGVLO2lVjHYDxafZakVU9ZyM3H69ExFo+pDfNeCKhsiEQRFrB9Hl5VqOjfQU1nCxv4ME3T3KyfOiX5A43+ilhFMtOdnH9wjz+tCM/+IaqlBp99uTXcOfGnUzOTGDt7Us7bRKhhqdZ6VH89qZF7Cuo4dOP7KKldXiWdynVn6rtTGRKXDQzspN6XCuypNZNVlJsr79cC2QuS2o9PLu3mO/8/QAvHihps03bTKS1fXfLfASC0Ph2S3wEdBdETsywgshjZT13pN18vII5OcnMHpvMmcqhFYD5/QZfSLY2kInMSLQeh0kZCSS5nOwrqOV3r50gxungjkunRGSsI5kGkaPczcsn4Pb62Hy8MtJDUUpFwLHSem5ft53MxFgeXrOsTVmUGhneP3csP/73+bx5rIIvP7mnzYcvpUajWrcVdKTGRzMzO4ljpQ3d/l4U13oYG9JUJ1y5qefWivzH/mIAtp9q2zU5UFpqzYm0Mp1l9V0HkU0tVhAZmolMbdNYJ6rDPgGzxiaR5HKy9WT3n/maWlp552w1l0zLZEJ6PGfDyFwOph88f5BbHtwavHyunNX6++VwWKsQbDpSzjN7Crlp2YReZ5FVzzSIHOXm5CQT5RAOFddFeihKqUGWX9XEbQ9tJybKwSNrljMm2dXzTmpYumHJeL7xwVk8v6+Y//nbuz0uaaDUSBaYE5kaH8OMsUk0t/q7zbaVhKwR2RuBTOSRkjrePFYOwI7TbYPIQCYy0FjHOl7XHVoDmUhXSBCZGOvEac9h72qJDwBnlIMLp2Tw1vGKbse943Q1Xp/hommZTMiIp6KheUiVw+8rqOVg0bnPrYHy34yQBkPzx6VSWOMmyiF8WruMDwgNIkc5V3QUU7MSIhZE6gcZpSKjoqGZ2x7ahtvr4+E1y5lglzmpkeuuy6by6cun8ti2s/zi5aORHo5SEVPj9hIdJSTERDF/nDV/7qYHtvKLl4502oSqpNbTpjNruAJLgmzcegavz3DN7GyOlja0OUZdcE6kk6ykWES6L2d120Fk6DqRIhKsIumunBXgkumZ5Fe5u22q+PbxCqKjhKWT0piQbv1t6M3SIAOtqMZNnac1GFBXNTYT5RCSXecysoHn9VNLxgeDc9W/NIhUzMlJ5mAEgsj1m0/xgV+/GVaXMKVU/2lqaWXN+h2U1jWz9valzBzbdXdBNbJ87bqZ3Lh0PL999TgPvaVN1dToVNPUQkpcDCLCrLHJrFu1lDk5yfz2teP84Lm2S+rVe7zUN7e26cwarriYKNLiozlZ3kheahx3XDoZgJ1nzq3RHchEJsY6iY5ykJEQ2205q7uTclawmus4pOP17V08LROg22zkjtNVLByfSnyMMziP8swQ6eTv9fmDQXaZvaZmVWMLafExbTqKXzYji9sumMh/Xj0tIuMcDTSIVMzOSaa41jPozXV2na3hcEk93/3bgUE9rlKjmc9v+MLje9hfWMtvb1rE4oldL5StRh4R4Z6PnccH5o3lB88d5K/vFER6SEoNupomb5t5hFfOHMO6Vcu4fEYWR9s1nQkELH3JRMK5bOQHzxvLwvGpxEQ52pS01nm8JMRE4bSb9uSkuMjvZg5iMBPZIYiMISHWiUj3SzNNyUwgJ8XF5m6CyPxqN5MzEwDOZSKHSIfWkloPgemrgWC7sqGlTSkrWEH5Dz46jzFJmoUcKBpEKmbnWIuzDnY2srTOapn9192FPLu3aFCPrdRoZIzhB88d5JVDpXznw3O5Zk52pIekIiDKIfzqxoVcNDWD//rzPl49XBrpISk1qGqavG2WxQjIS42joLptAFccXCOy9411wForEuDf5ufiirbKZ0Ob69R7vCSFlGHOy0tmX0FNl2tFBoLI0HUiwWqu01MpK1hfJF08LZPNJyo6PYbH66O8vpm81Hj7fmNIdjmHTCayMGTdzdKQTGR6gjaFG2waRKpzQWTR4AaRZXUerptnfTP3zaf3d1u+oZR673732nHWv32aNZdMZuVFkyI9HBVBsc4o7l+xhLm5yXzmkXc6NPtQaiSrtstZ2xuXFk9Nk5eGkCYy54LIvmW0Fk1IY25uMgvsOXpLJ6fzbmFtsCy1zt1Kcty54G/R+DTqPK2crOi80Y+npeMSHwC3XDCRz14ZXunmJdMyqWnydpo8CJxvXtq5oHlCRjxnh0gmsqhNEGmNtaqxhfREDSIHmwaRiqykWLKSYjlU3PO6Qf3FGENpXTO5KXF8+8NzqPO0svN0dc87KqX65LFtZ/nZS0f52KI8vvnB2ZEejhoCEmOdrLt9KXlpcaxev0O7dKtRo9bdtpw1IBA4FYZkI0vsoGpMct+WiPjcldN47j8vCZaZLpuUTqvfsDvf+sxT39w2E7loQioAu892/pmosyU+AC635wCG46JpGUDn8yID5z4uJIicmJ4wZILIwPicDqGs3spEVjZ2LGdVA0+DSAUMfnOd+uZW3F4f2ckuxqdZJRMVDV23tFZK9d0L+4v51jP7uWJmFv/3ifltmg+o0S0jMZaH1ywnIcbJirXbu+3YqNRI0VU5ayBwKqw593tQXOshMzGGWGf3DWu6EzpP8fyJaYjAjlNWkFjnbiU5ZFmOqVmJJLmc7M6v6fS+upoT2RtjklxMyUro9Mv7ArsLa17quSByfHo8BdVNQ2KN2aJaN5mJMWQnuyir8+D1+al1e7WcNQI0iFSAVdJ6vKyellb/oByvrO7cN3vpCTE4BCrqNYhUqr+9faKCLz6xh4XjU/n9LecTHaVv+6qtvNQ4Hl6zDK/Pz21rt+nUAjWiebw+3F5fcEmMUOPswKmgTSbS3eemOp1JiYtmZnYS79iZxvZzIh0OYeH4VHaf7TyI9HQxJ7K3pmYlcrqTtTELa9w4pG0joYkZ8Xh9huLazhv+3Pf6CU7X+t7TeMJVWOMhNzWOMcmxlNU3U93UcY1INTj004QCYHZOEl6f4XhZw6AcLzAZOjvZRZRDSE+IobxhcLvDKjXSvVtYy10bdzExI561ty8lPqbnpgtqdJqencS625dSXt/MyrU7qHXr0ktqZAq8tlPiOmYiMxNjiXE62pSzFtd6GJvct6Y6XZk/LoV9BTUYY6jztJ0TCdY8yiMldTSGzM0M6GqJj96akpnA2cqO2cXCajdjk11tvnAMdGjtrKS11u3lxy8c5tX8jmMdCIXVTeSlxjEmKZbSOg9V9pqb6Ql9KzdWfadBpAJgbq7VXGew5sQEJkMHFoDNTIzVclal+tGpikZWrt1OSlw0G9cs6/Rbd6VCLZqQxn23LuZ4WT13btgZzHgoNZDea+b74a1nuP+NE2FvX9NkBZGdzYl0OKRDh9aSOg9jU/o3QFkwPpXqJi/5Ve4OmUiw5kX6DewrqO2wr9vrw+mQ91xVMikzgRafv02jGoCCGjfj7GlGAYEg8lhpx0TD0VKrn0ZJ48BXshljKLIzkdnJLiuIbAgEkfo3brBpEKkAmJSRQKzTwYFB6tAamAw9Jsl6Y85MjKVcy1mV6heldR5ue2gbBti4ZlmfW9Or0eeyGVn84oaF7DhTxecfe4dW3+BMcVCj0+GSOpb/8F/s6WL+X09q3V5+9I9DPPDmqbD3CayJndbFF2vj0uIosAMrd4uPmiZvv7+HLhhnNc/ZdqoSr8+Q3C6IXGjfHmi+E8rt9RH3HktZwfrcB3QoaS2sdrfpzApWyfvsnGR+9tIRjpW2bcJ4uMS6XNww8O8V1U1e3F5fMIis87RSZDc+ytDurINOg0gFgDPKwbLJ6bxyqBRjBn7idGmdh8RYJwn2mkaZiTGaiVSqH9Q2eVm5djtVjS2su30pU7MSIz0kNcx8eEEu379+Hq8cKuNrf9nf5Xp1Sr1X+wpqMabzMslwPLUzn6YWa13DcL+IrummnBWsgKnQbi5zrMwKkAKZuP4yc2wSMU5HsDtqkqttOWtaQgxTMhM6nRfpbvG951JWgMmZdhAZspRIq89PSZ2nTVMdsDK0D6xYTKwzilXrd7T5vHakxEo+1HsJlpYOlEDWNC81jiw7CXHYrqDTTOTg0yBSBX14fi5nq5rY20n5RH8rq2tu0y47UM46GAGsUiOVu8XHmg07OFHewP23LWHB+NRID0kNU7ddMJEvXzODv7xTwA//cUjfm9WAOFluBTB1fZiD6/Mb1r99OhgMhk7HefVwaXDaTHuBTGRn5axgZSIrGlrweH1sPVkJwPLJ6b0eX3eioxzMzU3mrWNWEJncSUC7cILVXKf9715/ZSKzk2OJi47iVMW5AL6kzoPPbzpkIsFaQ/OhlUuoaGjmv57aG7z+SEk9UXbH75PlA9tXI1BmnGdnIgEOldQh0nVmWQ0cDSJV0PvnjSUmysHf9xQN+LFK6zxkJ53r/JWZFIvH66exRefgKNUXXp+fzz/2DrvOVvPLTy3kkumZkR6SGua+cPU0br9oEg++dYo/vB7+nDOlwhUIOvrSyOmVQ6UUVLv5+gdmAQSXKatqbGHNhp38/rXjne4XmBPZVdARCKAKqt1sPVnFlKwExiT3X3fWgAXjUqm0M3ftM5EAiyemUdHQzOl2y+70VyZSRJiYEd+mnLUwJEjrdMzjU1l18WTePFZBvceLMYbDJfVcNNVad/LEAAeRwUxkWlxwOtSh4npS46KDgawaPBpEqqCUuGgun5nFc/uKBnwtoNJ6D9ntMpGgy3wo1RfGGL7+l/3863AZ379+Hh+anxvpIakRQET49ofmcP3CXP7vn0d4YvvZSA9JjTAnK/qeiVy3+RR5qXF8cvE4clNcwUzk9lOVGAP7Cjuvqqpxe4mOEuK7yOYFmsqcrWpk+6kqLpiS0euxhWP+uJTg/9vPiQS4aKr1ReBmu+Q1wO314eqHIBKsktbQctZCO0gb10kmMuCy6Vm0+g1bT1ZRVOuh3tPKNbOzcQqcKO+4ZEh/Kqxx44p2kBYfHcxEVjW2aClrhGgQqdr4yIJcyuqb2XaqcsCOYYyhtK45+AYA1pxIQOdFKtUHP37hMH95p4AvXTOd2y6YGOnhqBHE4RB++okFXDEzi288vZ9/vlsc6SGpEaLV5+eMnQWr8/QuiCyr87D1ZBU3L5+AM8rBnNxkDtqNAbeerALgYFFdm8ZQgS/Ha5paSImLQaTzzFUgC/fiu6U0NLcOWBAZOt0gJa5jJnJSRjy5Ka4OQaTH2z+ZSLA6tJ6tago+ToFMZG4XmUiA8yemEhcdxZvHyoPzIefkJjM2QTgxwMvEFdW4yU2NQ0RIi48mOsp6DjN0eY+I0CBStXHN7GziY6J4du/AlbTWur20tPrblIcEM5EaRCrVK398/QR/fOMkt10wkS9ePT3Sw1EjUIzTwe9vOZ+F41P5wuN7eLvdh1ql+qKg2o3XZwV2vS1nDXSSXzrJmqs4OyeZkxWNwXmMTofQ3OrnmB3U7CuoYd53XmTTkTJqmrxdzocEa+kxp0N4fr/1hckFU/p3PmTA5IwEkuzmgu2X+ACrEuDiaZlsOVnZprlVf82JDIyh1W+CGciCajeZibHdZjpjnVFcMCWdt45VBDuzzshOYmyCY8DLWQtr3MEgX0QYY0+L0kxkZGgQqdqIi4nifXOyeXp3Ib977XinC92+V6V1bZf3AIJdtsobBrazl1IjyVM78/nRC4f5t/k5fPcjc7v8Zl2p9yo+xsna25cyKTOeOzfuZP8gNGBTI9vJCivgiIly9DqIDMx/nJ2TZP+bjM9v2HaqisMl9XxkoVXSH3idPr+/GLfXx/97ci8nyhtI6yaIjHIIOakuGppbmZqVEAxU+pvDIZxnl7R2Vs4KcPG0TGqavMHzBWhq6b8gcpLdofWUXdJaWNNxeY/OXDo9i5MVjbx6qIzcFBcpcdHkJDo4W9VEc2vnvS3K65uDjYr6qigkiASCDRrTdXmPiNAgUnXw9Q/M4pJpmfz0xSNc/tNN5Pex9TZYiwi379YV6JgWWs4a+BZJ50QqFZ5XDpby9b/u55JpmfzihgXaVEANuNT4GDauXk5aQgwr120f8KyDGtkCnVnn5iVT5+7dF9YHimqZmBEfzODNyUkGYMPbpwG4cekEkmKd7Cu0lsh4/Ug508Yk4m7xcbS0gZS47oOOcanWvMiBKmUNuHBKBukJMbiiO/84HmhY81ZI9t/TT411oOMyH4U17m7nQwZcajdu23mmmpljrUA+J8GB38CZys4/Mz701ilufmBrMOvZW/UeLxUNLW3GF0hGZGgmMiI0iFQd5KTE8eDKpWxcvYyKhuY2b1699c2n3+UT923B4z33zdS5IPJcJjI6ypooHShnff1oOZ9+eJe2lVeqE9tPVfG5x95hXm4y991mrd2l1GAYm+Li4TXLcQiseGg7xbV9+0Co1InyRtLio5mYHt/7TGRRXTBwBGsdx4SYKF49XIYr2sHC8anMy0thf0EtxbVuDpfU88nF4/j+9XOBrpf3CAhk4y6cOrBB5H9cPpWXvnxZl1UkY5JdzMhObDMv0t2PcyIzE2NIjHVyurIJv13WOq6b+ZAB08YkMtZOBMwcaz0PuQnWOXQ1L7KszoPfwOPb+taga7/dKGlu3rmGRIFkhJazRoYGkapLgW/gulprqSetPj9bTlRS1djC8/vONWMoqw+Us7YtEQmsFQnw9DsF/PNACdVNve/YptRIdqi4jjUbdpCXFsfa25eSGNuxIYNSA2lyZgLrVy2j1u1lxUPbqR7gBcbVyHSyvIEpWYkkx0X3Kois93g5XdnUJoh0OIRZ9uUlE9OJcTo4b1wKh4rreeVgKQBXzBzDJxaP49sfmsPNyyd0e4zJmQk4BJZPHtggMsbpCPaE6MpFUzPZcboqWCban3MiRYRJmfGcqmjktSNltLT6wypnFZHgMlKBkuKxCVZI0VWFQmA5kyd25NPS6u90m+7ss0uTF4w715BIg8jI0iBSdSnG6SAjISYY9PXW3oJaGppbcTqEh7eeCV5fVuch2eXs8CZoBZHWm0zgzaKoj2UPSo1E+VVNrFi7nYQYJxtXLyOjhw8fSg2UeXkpPLBiCWeqmli1fseAzJ9Xw4cxpk3FUThOlDcyJTOBlLho6j3eNs1juhNo5jI3L7nN9YFgJtAI57y8FFp8fh586xQ5KVZGT0RYfclkzp+Q1u0xbrtwIk99+sJgv4ZIunhaJh6vn91na/D7DR6vv9+W+ACYlJHA1pOV3LFxJzOzk/jAvJyw9rtmdjYOgfl2UOdyCjkpri6X+ahqbCEp1klFQzMvHSzp9Tj35tcwIT2+TcCYFSxnjfzzNBppEKm6lZUUS1kfM5FbTljlF5+9Yip78muCE9zbL+8RkJlkZSJr3d7g2lEaRCplqW023PbQNlpa/Wxcsyy4lplSkXLh1Ax+e9Mi9hXU8OlHdvUpu6BGhtePlrPo+y+HnZWu83ipaGhmSlYiKXHR+A00tIT3RcQBu6xxTk5Km+vn5lqXA1VUgXUYz1Q2ccXMMb1qPJbsimbxxIHpytpby+wOtHvya2i2f8f6q5wVYGZ2Es2tfj5x/jie+dzFYQfO75+bzeavXxWcVwkwNSuR412Us1Y1tnDNnGzGpcXxSEhiIVx782varK0JsGh8KuPS4piRndjr+1PvnQaRqlvZya4+ZyI3H69kdk4yd1w2hbjoKDZuOQ1Aab2n8yAyMYby+mbeDVkguLi2bwGsUiNJvcfLL3Z5KKnzsPb2pczITor0kJQC4P1zx/Ljj8/nzWMVfOWpvWFnk9TIcrK8EbfXR1GYc2QDTXWmZCUEO5PWhjl95WBxHRkJMW36KgB8bFEev7lpEYsnWlnGCenxJLuscv8rZmaFdd9DUUp8NOkJMZypbKLJDrTj+6mcFWDNpZN5+rMX8dNPLuhVmayIkJPStvR1wfgUDhbXdWjIaIyhsrGZzMQYbl4+ga0nqzheVh+83e831HezVmhZvYeiWg8LQ9bWBJiencRbX7uqzZJxavBoEKm6NSYptk9zIj1eH7vOVnPx1AySXdF8dFEef99bxGce2cXRkvpgW+ZQmYmxNLX4gi2goxwS9h8kNXL4/YafvXjkPXUFHkk8Xh93bdxFQb2fP9y6OPgBSamh4oal47n7A7N4dm8R3332gDZEG4XqPVZwE24gGOjaPjUrgeQ4K4is6yaICHWgqI45uckdMouu6Cg+siA3eL2ItYRGdJS13uJwNj49nvyqJtx2yXB/ZiLjY5ws6qG8N1y3LJ+IAOs2n25zfVOLD4/XT3pCLJ84fxwALx4oDd7+6LYzXPijV6nqIpO9L9+eD9kuiFSRpUGk6lZ2sovy+mZ8nXy7nF/VRKuv8/KlXWeqaWn1B9+477x0MjOykzhR3sC4tHiunZPdYZ8se37Xq4fLmJgRT15qHMU1mokcbc5UNXHva8d58UDv50yMND6/4UtP7GHLyUrWnBfLlTPHRHpISnXqPy6fyl2XTWHjljP8ftOJSA9HDbJAAFgTZoOcfQW1RDmECenWnEggrOY6La1+jpU2tGmq051PXz6Vb/3bnGHfgGxiejxnqhqD805d/ZiJ7E+5qXF8eEEuT+w42+YLhUBwmJEQw5hkF3NyknnjaHnw9uf2FdPQ3Mrz+4o6vd99BTVEOYS5ueE972pwaBCpupWdHIvfQGVj25LWyoZmrvr5Jp7Z0/kv/ObjFTgdwtLJVi3/lKxEnv3PS3jpy5fz4pcv47pOfap/EgAAIABJREFUJm4H6vAPFNUxf1wqOSkubR8/DFU3tnC2i3WiwlFYbT3ndb1s+T7SGGP41jP7+eeBEv7nQ3O4KHd4fwhSI9/Xr5vFxxbl8dMXj/DkzvxID0cNokApYk0YmciNW06z/u3TXDsnmxing+Q4670tnPf842UNtPj8zAkzmLh0ehYrL5oU1rZD2YT0eIpqPNTZGd/+zET2tzsvnUJTi49Ht5+b9xjozJqRaDXFuWxGFrvOVNPQ3Eqt28vOM9UAXX6m3FNQy/QxicTH6N/BoUSDSNWtLHsZjrK6tkHk8bIGvD7DsZCa9lCbT1SyYHxqr779C21zvWBcCrmpcRRpJnJY2Xm6ivf98g2u/91bwXbkvVVYYwWggT+Wo9XPXzrK49vz+dyVU1lzyeRID0epHjkcwk/+fT6XTs/k7r/u59XDpT3vpCLGGMOWE5Vtyo+3n6riT0d6v2RLoJy1uqn7fR966xTf/tsBrpmdza9uXAgQzETWuXt+zz9YXAcw6jJSEzLi8flNcA3GoRxEzslN5tLpmazffDr4OaDKTkQEOqteNj2TVr9h64lK3jhajs9vuHrWGHadqe7wJbQxhn0FNR3mQ6rI0yBSdSswcb2svm0wd8b+Je8syGtobmV/QQ0X9XKR3sykc22bA5nI0jpPp6W0auh5ckc+Nz2wFa/PT3WTt83iyL1RYGcie7v49Eiy9q1T3PvacW5cOp6vXjsz0sNRKmwxTgd/uHUxc3KS+eyj77D7bHWkh6S6sPNMNTc9sJVdZ849R8/vK+KFU94uO2x2JVDO2t37dr3Hy49fOMTVs8bwh1vPJ9ZpBUK9KWc9VlZPdJQwKSOhx21HkonpVjfuo6XWF/dxMUP74/vKCydRVt/MjlPWa6uyIVDOan2mXDwpjbjoKN44Vs5rh8tIjY/mux+ZC8Df9hTi9fn5ypN7ueG+Ldz76nFqmrw6H3IIGtqvQhVxgY5Xpe0ykacqu16CY29+DX4DSyb1rj124M3FITAvL5mc1Dha/YaKhr51h1WDx+P18c1n9rN4Yhr/+srlJLmcPL+vb3MaR3s56zO7C/n+cwd5/9xs/vej83rVll6poSAx1sna25eSnexi9fodvQ5I1OAosbufh3ZgD8xp7O2c9EAmsqabTORbxyrw+gx3XTaF6KhzHz8TYpw4JLwg8mR5I5MyEnBGja6PrxMyrCAysEZmf64TORBm25ni/Gor4RCYE5lul7PGOqO4YEo6rx8tZ9PRcq6YkcX49HiWTUrn6T2F/Odju/nLOwWU1Hn4+ctHAVgwbvQEkSLiEpHtIrJXRA6IyPfs6yeLyDYROSYifxKRmC72v1tEjovIERF5/0CNc3T9FqpeCzS7ad+h9Uw3QeSuM9WI0OvSgxing5S4aKaPSSI+xkluiqvLY6ih5VBxHV6f4faLJpGZGMu1c8by0sGSPq0bV2A/3+F26htJNh0p46tP7WX55HR+feOiUfdBSY0cWUmxbFy9jCiHsHLtdp3fPgQFAsbQEtTAnMaX+hxEdv2+/dqRMpJczg4dph0OITkuOqz3/BPlDUzNGn1rAmYnuYhxOjhiB5FDfW7g2GQXTocEu6xXNbYQ43SQENIQ6LIZWZypbOL/s3ff8W1Vd+PHP0fLkvfejuPsveOEHShQWiirlNJCEpIUCl10PU9pafu0/ZX2Kd2UhzKaRZgthQKlZZYkjBBn7x078Yq3PCTZkqXz++Peq3hLcbx93q+XXnGudO89GEW633u+5/utdXm5YqpWbPHGuVmcrHLxxoEz/Pi6aWz6ryX88+sX88fb5jA1Y1S1tmoBrpBSzgbmANcIIRYDvwJ+L6WcCNQBqzruKISYBtwGTAeuAR4VQvTLXQd1haL0yGYxkRRl69QrsrBa+2CoaGjG16FC687TdUxKjQmmqJyL/LxEPjld+zAx+g+pXpFDn9Hbc0aW1gj42lnpNDa38sHxqp5261LpKE1n3Xm6jnuf3smktBieXL5gyN9pVpRQcpOiWLcin3qPj2WrC3qcpVIGnlOfHWob+BmB5Z6S+nMK/I3Mke6qswYCkveOVHHppJQub47FOawhP/N9/gCna9yMTx1dqaygBdo5CY7gtdhQXhMJWou2zHhHcHlKjctLUpStXWbNJRNTgq+9TP/52pkZTM+M5afXT2flxXkIIZiRFccNc7JGVVaO1BgpHFb9IYErgBf17euBG7vY/QbgeSlli5SyEDgO5PfHOFUQqYSUEhNBZZuZSCklp2pcxNgtBGT7WcpAQLLzVB3zcnuXdvDksgV8W18DlhmvZiKHi32l9SRG2ciK1wL/iyek9CqltdUf4Iz+fgqnyMJIcayikZXrtpEaG8H6lfnB5tuKMtzNyIrjyWULOFXrZsW6bcFm6crgMwI+Z7uZSC9jY7VLw7cOhF8YKVQ668HyBqoaW7iimzZFsfbQQeSpGjetAcm45NE3EwnaTRnDUA8iAbITHJS0SWc1iuoYxqdEkZ3gYEFuAnGR2ndeXKSV179xyYioqBuCRQixvc3j7o4vEEKYhRC7gUrgbeAE4JRSGh+iJUBWF8fOAtqWx+7udedNBZFKSGmx9nYzkVWNLbi9fhaP0wrnGDNHoKWaNDS3Mq8PGtfGOaw4rGZVoXUY2FfawIysuOCdQpvF1KuU1jN6IaWYCMuomYksdXpYtqYAq9nEhpWLgq1uFGWkuGB8Eg/fNpc9xU7ufXpnp+wVZXAYaaztZiLdPsbHm5iYGh32ushmnx+v/v+0u3TW/xyuRAi4bHJKl8/HOawh18GfrNImZsanjs4gcoxeXAfAPsQL6wDkJERS3GYmsmMQKYRg3YqF/PbW2YMxvMHWKqVc0ObxRMcXSCn9Uso5QDbaTOLULo7TVeXJrqZs+6VC5dB/FyqDLjUmot1sY2G1th7yIr36almblJedeiW+ebnnH0QKIciIV70ih7pmn5+jFY3MzGpfcv1TM7SU1u1FtWEfy7ghMTUjFo/P36s1lcNJrcvL0tVbaWpp5amV+cHiCYoy0lwzI51f3DSTTUer+O7f9hBQVbcHndEM3piR9AckDc0+oq2Cq6ensbWwljpX6BRkYy1jlM2M0+Nr1zLE8N6RSmZlx7dr5dVWd+msR840Bt8rJ6q0a49xKaMvnRXOBpEmAbZhsF4+O8FBVWMLzT4/NU0tJEV1rgEzITWG7AT1vdcTKaUT2AgsBuKFEMaC2Gygq8aaJUBOm79397rzNvTfhcqgS4u1U93kDbbaMNp7XDA+GWjf5mPHqTriI62MS+6bD/mseAdlak3kkHaovAF/QDIzq30K86wcbX2kUU0uHKV66rLRSLpxBBfXcbW0smJtAaV1HlYvX8jUjNHV90wZfW7LH8N/fXIyr+wu42f/PNhlsKEMnLMzkdqfjc0+pIQoq+ATU9PwByRbC0PfBDRSWXMSI/G2Bmj2tb/5V9PUwu5iJ5d3MwsJEOuwUN9hCcPxykY++YfN/G2Hlpl3oqqJ1JiIUZvun6vfZHRYzcNifWB2ora8paTOo6ezqiybcAkhUoQQ8frPDuBK4BDwHnCL/rLlwCtd7P4qcJsQIkIIkQdMBAr6Y5wqiFRCSouNwB+Q1OjNYgtrXFhMgvEpUSRG2YIX/gA7TzuZPyahzz7gMuLslKs1kUOaUVRnZnZcu+0p0RHER1o5dg7l/Y2ZyCnpWhW2kZrS6m0NcM/TO9hf1sAjX5xHft65tcNRlOHqK0vGs+riPNZ9VMSjG08M9nBGtbNrIo0qrfqMopXg+vZwWmwZQaQxU1bXYV3krtNOpIRLJiZ3e4yuqrNuOVEDwL/2aWm1J6uaRu0sJLQJIod4ZVZDjj7DeLyyCbfXT1J0l90olK5lAO8JIfYC24C3pZT/BL4HfFsIcRxIAlYDCCGuF0L8DEBKeQD4K3AQeAP4qpTS3x+D7NcgUghxnxBiv97j5JtdPJ8ghHhZCLFX74cyI9S+QohfCyEO6/u83CZSTxJCvCeEaBJCPNLhPPOFEPv0nikPCz3CEUIkCiHe1vutvC2ESNC3C/11x/XzzOuv39FwkBKjFbip1HtFnqpxMSYxEovZRGa8PVj4xun2cryyqU9SWQ0ZcQ6qmlpGfFrjcGYU1TFashiEEExKjeFYRfgzkSV1HpKjI0iN1e5YNjSPvCIcgYDk23/dzfvHqvnlzTO5alraYA9JUQaMEIIHPj2Vm+Zm8es3j/Ds1tODPaRRq2PwaMxIRlkF8Xqhk3Aq6hoZIzl6ENlxXaRxA9qouN6VOIdVn8U8e61bUKQtj9lyooamllZOVLlGZXsPg5H26RgG6yHh7Hj3ljgBOq2JVLonpdwrpZwrpZwlpZwhpTQCxJNSynwp5QQp5eeklC369lellD9us/+DUsrxUsrJUsp/99c4++2dqAeEd6EtBp0NXCeEmNjhZT8AdkspZwHLgD+Gse/bwAx9n6PA9/XtzcCPgO92MZw/A3ejTelOROubAnA/8K7eb+Vd/e8An2rz2rv1/UetNP2CvrJRSystrHYH74hlxjmCQeSu09oHRV8U1TFkxtuRsnOfynCoVKmBsbeknpltiuq0NSEtmqMVjWH/vyh1eshKcATbw4QqtDDcSCn56WsH+Ofecu7/1BRuXZATeidFGWFMJsFDt8zi8skp/PAf+/j3vvLBHtKoEwjIYIBY7/EipQzOTEbbBBEWM1E2M7Wu0J/BRiVtYybS6WkfeBrHSIjsPogwUlSN7BMpJdsKa8lJdOD1B3hpZwn1Ht+oDiLtVjPpsfZhUZkVtHoaNrOJPXoQ2dWaSGV468/bGVOBj6WUbr0c7Sbgpg6vmYYWvCGlPAyMFUKk9bSvlPKtNuVtP0ZbMIqU0iWl/AAtmAwSQmQAsVLKLVK7kn2Ks31VbkDrswLt+63cADyl92n5GG0ha8Z5/j6GrdRYbYapoqEl2N5jrL7mMSvBQWmdByklG49UYreamJPTu/YeXempV2Sty8sXn/w4mPLSlqullSW/2ciGLUV9Nhals2afn2OVTczMiuvy+Ump0TQ0t1LVGDolCrQgMjve0emCYqT403+Os37LKe66JI8vXzpusIejKIPGajbx6O3zmTsmgfue381Hx6sHe0ijSmNLKwGpXej7/BKX1x8stBNt1W4IJkTZznEmUvu+ru8wE1nn9uKwmnHYug9+Ot44LKnzcKahmZUX5ZEYZeOJzSeB0VuZ1TA2OZLoiOGRzmoyCbISHOwt0Za8qHTWkac/34n7gQeFEEmAB/g0sL3Da/YANwMfCCHygVy0oDCcfQFWAi+EGEcWWqUiQ9t+KWlSynIAKWW5ECK1zT5d9Vhpd7tU7+tyN4DFYmHjxo0hhjI8teoFdQr2HsZRexy314+vtoyNG6vwVPtwef28/vZGXtvlYVqCia0fvd9n5z7j0tJYn3lnO+6JZz+ApJT8YWcLe6r8xPjraSluv2D7Xye9nKrx8cKHh8lpKeqz8fSVpqamAXu/vF/iIzvGRF5c39+9POH04w9IhLOYjRs7zya4a7TUpL+99SHTk3s+f0BKimvdTI72sn+Xdudy+54DxNQd7fNxD4b/nPbx1EEvF2VauCCygk2bKs9p/4F8zygjx1B/36wYL/lljWTl2q3cn29nbD98TimdVbq179YEi49K4I3/bGZXhZ5K6nWzceNGLP4WjpecCfn+2VWoBX7lxw8AsHX3fhw1R4LPHzzRQqQ50ONxiqq0uYGNHxVQmmDmw1LtmJbaQqbFB/igVAtmq07sY2PZ8Ejn7A+fyQjQKuWQ/Dfd1WdNlGymsFl7Xx3bv5vGwtH7/24k6rcgUkp5SAjxK7T00ya0gLHjAqf/Bf6oN9PcB+xC650Scl8hxAP6tmdCDKU3/VLC2kfv6/IEQFRUlFyyZEmIww5fSR++jTU+lYxJ2bDxY666YA6XTUrBnVTO80d24k6YQG3zXn7wmRksmZ/dZ+eVUvJB/S5e3VfOdRfNDq4fW/1BIXuqDmI1C7wRCSxZkh/cx9XSyrfffw+AU42CSy+9DJNpaFUy27hxIwP1fvna/7zJJRMTWXHD/D4/duW2YmAvn7vywi7bU0xrbOahbe8SmTGOJRfl9XysxmZa33yXC2dP4lMLcvjWxjdIG5PHkiUT+nzcA+31veVseHMnn5iSymNL52PtRXn2gXzPKCPHcHjfLFjUzGf//BF/2uvnxXsXk9dH1b2V7u0pdsLmD5kzPosj24uZMms+xQcr4PAxUuKiWLJkCTknttLQ3MqSJRf1eKwd3iOYjh7npqsv5YEP3iQ1p/3n9oaibaTLZpYsuaTbY8QXO/ntjg8ZN2UGS6am8cbf9xJrL+f2ay8n7VAFH2zYgd1q4uZPXj7kvs8VTVefNW/W7mN/jbbu+VNXXBKccVZGhn69JSClXC2lnCelvBSoBY51eL5BSrlCb6a5DEgBCkPtK4RYDlwH3C5DL7YqQU951bXtl1JhpKnqf1a22WdAeqwMF1kJDv66vYTla7UqwWONNZF6Bbd1HxVhEnDFlNRuj9EbQgh+87nZzMyK45vP7+KpLUU8+PpB/vffh7h6WhpXT08P9o4ybPj4FLUuL3csHkNjS+s5VQcdaZp9fppaWoPpJH2tsMaF1SzIjLd3+bxRofVoRff/D6oaW6hoaKZEr8yaFe8gwmLCZjYF19oMZx8cq+abL+xi/pgEHvnivF4FkIoykqXH2dmwSrsRuHT11l6tgVfOjVFB1Via4nT7qPf4iLVbMOtBWmLY6aytREdYiLRZiLCYOqWz1ro7N5rvKJjOqqfGFhTVsmBsIiaT4JKJKditJvKSo1UAOcxkJ2jXiFazINY+PNJwlfD1d3XWVP3PMWhpq891eD5eCGF8snwJ2CylbOhpXyHENWglbq+XUrpDjUFPV20UQizWq7Iu42xflVfR+qxA+34rrwLL9Cqti4F6I+11tHrkC/P46fXTuW5WJjfPywpW3TKCh4PlDSwcm9gv1bfsVjNPLltAjN3Kj185wPotp1g4NpGHbpnFhJRoiuvcwYpurpZWnth8kssmpfCli7U1ZztO1fX5mIYL40Kh1OkJq2n0uTpV4yJHr9TblXAqtK5ct40Lfvku33txL6DdsBBCdFnyfbjZW+Lkyxu2My45mtXLF/a4JkhRRrNxKdGsW5FPncvLstUFnQIRpW8Z683zks8Ww3G6vcS3KX6TEGmjNozvjYZmHzH6Ovb4SGun6qx1Lm+PRXWAYIBR7/ZR3dTCySoXC8dqrY8cNjNfXTKB2xaqQmTDjVGxNyHSNix6Wyrnpr9vC/xdX9foQ+tTUieEuAdASvkYWgGdp4QQfrR+Jqt62lff/ggQAbytvyE/llLeAyCEKAJiAZsQ4kbgainlQeBeYB3gAP6tP0BLp/2rEGIVcBr4nL79X2jrMI8DbmBFn/1GhqkxSZEsv3Bsp+3JUVr1La8/wNXT0/vt/Gmxdt75zmWcqW9mbNLZoGVCajRSQmG1i6kZsfx7/xlqXV6+fsUEcpMiSYqysf1ULV9cNKbfxjaUtb0A2Fdaz6WTum/23BtF1W7GJvWcejYhLZrX95YjpaSlNUBVY0vwi6WppZX9ZfXMyo6nzOkhymYO9pbSmk8P3wvJk1VN3Ll2G/GRNp5alU9cpErjUZSezMyO48llC7hz7TZWrd/GhlWL1I2XfmLcVDRmIuvcPurcPr21h5YBEh9ppbG5lVZ/oNsbhaBVZ43Rg8B4h62L6qyhZyJjHUYxtVa2FdYCkJ93ttL71z/Rsbi/MhwYM5GqvcfI1K9BpJSyUwK8HjwaP29Ba6MR1r769m4XSEkpx3azfTswo4vtNcAnutguga92dx7lLJNJS2UsqnFzdT/3u4uOsDChQ2U2o9z38compmbEsuNULbF2C/PGJCCEYH5uAjuHyUykUW3217fMZmZ219VOe3NMQ18HkVJKimpcLBqX2OPrJqVG86zHR2VjC/f/fS8FhbXs+NFV2K1m9pXUIyV888qJXDwhmcbmVqL0ynOxduuwbfFxpr6ZpasLEMCGVfmkxXad7qsoSnsXTkjmD7fN4avP7uSrz+7k8V6uIVZ6ZrTzyE3Ugsh6txenx6enlWpBpHHh7/T4SI6O6PI4oFVnNYLAuEhrsO8kgM8foKG5NeRMpNVsIspm5l/7ynlis5vEKBszuqn6rQwfxk1hVZl1ZFKfzMp5G5cSzYys2ODs0sCeOwoh4ESVtuZux6k65uUmBNdNzM9NoKjGTXVTC6dr3Hzt2Z39ktbZFzYdreTwmUY+PNF3pe6NINJmNrG/tG/XRVY1teD2+kPORE5KiwHgBy/t470jVbi8/mBgb/SPmp0dj9Vsane3Ms4xPINIp9vLsjVbqff4WLcin3GjuK+ZovTGp2dm8PMbZ/Cfw5V878W9BAKq529fc7p9xNgtOGxaP8g6t496d/u0UyO1NdR3ZmNzazAdNSHS2i4V2UhtTYwKnYkRH2njSEUji8cl8fJXLiTComahh7vkaBt2q4nEqO5vQijDl1rlqpy3X98yC3+YzeT7mt1qJjvBwYkqF/UeH8cqm/jMrMzg8/NztXSYLSdqeGzTCQ6UNXD97Mx+Tb3trQ+Pa/0uCzsUCjofRhC5MC+hz4vrnKrRliSPDVFJcUKaFkS9e7iSyyensPlYNR+dqOHCCcnsKXYyJjGyy1SXWIeV07Uhlz0PKR6vn1Xrt1NU7WbdioV9NqOsKKPN7YtyqW3y8tu3j5IYZeOBa6eqNVV9yNkmYIyPtOFsl86qSTSCyBDrUxuafUy2azcLtXRWZ/A5Y11+QhjpjA/epCWMLZnctwX6lMEjhODrV0xkWmbsYA9F6QcqiFTOW1IPaS4DYXxKNMcrm9hd7ETKs4EjwIysOGxmEw+8vI+GZi1Fp9TpGayhdktKGWy2XVjdd0FkncuLScBFE5L58PgRrcBBH61NKNLHObaL1h5tpURHkBhlI9Jm5g+3zWXF2gI+OlENTGZPsZP5Y7tOh41zWIbVTKTPH+Arz+xg5+k6Hv3iPC6ckDzYQ1KUYe1rV0ygxuXlLx8UkhQdwb1Lxg/2kEaMtgFjnMNKrauFhmYf8W1aMBjP14Wo0Np2JrJjYR3jRmZiiHRWUMHjSPXVy4d/my6layqdVRn2xqdEc7Kqie1FtZgEzM6JDz5nt5qZkRVLQ3Mr91w2HrvVRGnd0Asii2rclNU3Y7eaONmHQWSNXhVvTrb2O9nXhymtRTUuLCZBlt7mpTtCCB5fOp9nvrSIOIeVC8cns6eknsJqF2X1zczuZrYu1m6l3uMjdBefwRcISP77xb28d6SKn984g0/NzBjsISnKsCeE4MfXTeP62Zn86o3DvLDt9GAPacRoW4k1IUrL+pAS4tpWZ40Knc4qpaSxTXXWuEgrLa2BYMV0Y9++unmpKMrQoYJIZdibkBpNS2uA1/aUMSU9NliYxXBb/hhunJPJd6+eRHZCZLAf4VDyoT4LecPsLKqbWmjso9YWdW5t5nG6XqCgb4NId4/tPdpaODaRXH3t5IXjk/AHJE9sPgnAnDZBf1uxDiutAYlHvxgZqqSUPPivQ7y8q5TvXDWJ2xflDvaQFGXEMJm0XsGXTkrh+y/t480DZwZ7SCOC03N21jHeYaO4VvteTDjHdFaX109A0q46q7aPFjzW6n+q6pyKMvKoIFIZ9owKrUU17naprIZbF+Twh9vmYjGbyIp3DMl01o9OVJMRZ+fyKVo6T1F136wFrGnSSqvHOazkJkWyraiWZ7ee5t6nd5x3Q+9TNS5yQ6SydmVebgI2i4m/7yjBbBLdVuCLC5Z8H9oprY9tOsnqDwq588KxfO0KlbajKH3NZjHx2B3zmJUdz9ef28XHJ2sGe0jDnta78WxvR68/EPzZ4LCZibCYcPaQzmrc8DSqsxrHNFJajZnIeNXiSFFGHBVEKsNe27YfXQWRbWUlDL0gMhCQbDlRw4XjkxmXos3Wnaxu6pNj17m9JOl3gGdkxbHxSBU/eHkf/95/hk1Hqnp9XCllWD0iu2K3mpk/JgGvP8CU9Bjs1q4r8MXq6VENntZej7O/vbDtNL964zDXz87kx9dNU4U/FKWfRNosrL1zIWMSI7lr/fY+rzY9mvgDkobm1mDqatsAL87RfsYwIdLWrlVUR416rQFjJjKuQxBZ6/IRHWFRlVYVZQRSQaQy7CVG2YJ3P0MFkdkJDmpdXtzeoROYHCxvoM7t46IJSYxJjESIviuuU9umkM7Ki8Zy54VjefGeC7CaBYU1vT9HjctLU0trr2YiQUtphfbrVzsyZiIb+ii1t6+9eeAM339pH5dOSuE3n5sdbCujKEr/SIiysWFVPjF2C3euLQgW91LOjZHdYXxvtm/r0X7GMCHK1mM6qzETaayJNNJZ6z1a4KktqVCzkIoyEqkgUhkRxqdEkxITQXZCz0VejCIwQ6m4jpGadeH4ZOxWM1nxjj4JIgMBSZ3bF5yJnJ+byE+un86CsYnkJERy6jyCSGPfUO09unPRRK1y6dwegshYh3Znuz5EefnB8PHJGr7+3C5mZcfz2B3zsFnUR6miDISMOAdPrVqEPyBZumYrleeZlj8aGempbauzGhIiO85EWnuszmpkirStzqqdw5iJ9IZVmVVRlOFHXfkoI8K3r57Ez2+cETKd0AgyS4ZQSuuJqiaSo22kx9kByEuOOqcgUkrJqnXbeGV3abvtDc0+/AHZ6aIAIDcpksLzWHdprNnsTTorwLwxCTy1Mp8b52Z1+5pgOusQm4k8UFbPXeu3MyYxkrV3LiTSpjolKcpAmpAazdoV+dQ0eVm2pmDIr5seaoyZxWB11jbfEUYwaNBmInsIIjvMRBrHqnG1nYlUQaSijEQqiFRGhAvHJ/PJ6ekhX5edoKVfDqUKrSV1HrISzqaFjkuOorDKFXZrC4/Pz7uHK/nBS/varfc0vsSTojt/gY9NjuJUTfjnAPC2Brjkof9wy58/4p97yzB2KpP0AAAgAElEQVSH0d6jJ5dOSsHaQ2XXYDqrx0erP8CeYme3rx0op2pcLF+zjWi7hadW5quLI0UZJHNy4nl86XxOVDVx1/rtwZYSSmhGqmmwOqs+exhjt3Sqtp3Qoe9jR8aaSCP4dNi0bJpD5Q2AmolUlJFMBZHKqJISHYHNPPC9Ikvq3Lx/rOtCNiV1nnZpuHnJUTS2tAaDwFCMogcur58HXt4XDAyD/bm6+AIfmxSF2+unqrEl7P+GUqeH4loPB8oaeO9IFdkJjn5N4zQKNdR7Wnn4P8e54f8+5FhFY7+dL5TKxmaWri6gNRBgw6p8Ms8jgFYU5fxdMjGF339+DttO1fK1Z3fRqlcYVXpW5zLWRLYvrNNVBdWESBtOt5dAoOsbjh1nIgHmjIln12mnfi41E6koI5UKIpVRxWQSZMTbB7xC65/ePc7S1QX833vH283+BQKS0g5BpLHOMNyUVuMu8cUTktl4pIp/6GmtRhDaVX+ucz0HnF1Hunr5Ap5YOp9f3zI77H17w2I2ER1hobC6ib+8r/WU/EDvpznQGpp9LF+zjarGFtbeuZAJqTGDMg5FUdq7blYmP7thBu8cquD+l/adU3bFaOX0GOmsRvDYOa3VkBBpIyC7X1bQ2NyK1SywW89eTs7NiafU6aGkzo3L61c9IhVlhFJBpDLqZCc4KKnrmz6M4SqsdmE2CX795hF+/vqh4IVOVVMLXn8gmGYLMC5Za1lSWBVegGfMRH79ignMyYnnt28dBc7ORHb1BZ6nr2U8VRP+78H4neUkRnL19HTy8xLD3re3Yu0WXtlTRrNPuxD56MTA94dr9vn50vrtHKto5LGl85k7pucKwIqiDKyli3P55pUTeXFHCf/778ODPZwhz+n2IsTZdefG0oG2BXYMRmXV7iq0Njb7iLFb29UjmDtGK5j23uFK7RgqnVVRRiQVRCqjTla845zTWQ+U1eNt7X2q1KlaFzfMyWT5Bbms/qCQgzXasYzArO1MZFaCA6tZcDLMWUKj6EFSdASfmZ1JSZ2HyobmHmciM+PtWEzn1uaj1OnBJAgWABoIsQ4rUsIt87P55PQ0Pj5Zg7+btKr+0OoP8I3ndrGtqJbf3jqbyyalDNi5FUUJ332fmMiyC3J5fPNJHt90YrCHM6TVub3EOazBtkRWs4mYCEtwRrItY1uty8v2olq+9cLudp/BDZ7W4NIDw/TMOKxmwbt6EJmoWnwoyoikgkhl1MmKj6SysSXsQgz7S+u59uEP+Meu0tAv7kKzz09FQwt5SVF8+6rJABQ1aOc2CvzktAkizSZBblIUJ6uawjq+kc6aGGVjTk4cALuKndS5vETazNitnZs8W8wmxiSeW5uP0joP6bH2Hovh9LVYhxWb2cR9V05i8bgkGptbOVA2ME3GpZQ88PJ+3jpYwf9cN40b5nRfSVZRlMElhOAnn5nOdbMy+OW/D/O37cWDPaQh60x9C6kxEe223Tg3iyumdL5JZhTFcbq9/OatI7y8q7TdZ3Bjsy84o2mwW81MzYgNZo6omUhFGZlUEKmMOsasX3l9eP3FNmw5BcCJ6vCCOp8/wFsHzgRTVk/XarONY5IiiYu0khlnp7jRmInUgsis+Mh2x5icHsNBvbpdKLUuLTUpzmFlemYcFpNgd7FTq4rXw1qUc23zUeL0kBWiD2dfu+uScTx0yyyy4h1cMD4JYMBSWh968wgvbC/mG1dM4M6L8gbknIqi9J7JJPjdrXO4ZGIy97+0j3cOVgz2kIakkjo3OQntv3P+340zuGludqfXGgFgQWEtH5+sBc72NpZScqi8kZzEzt8Lc3Pig9k7ak2kooxMKohURh0jEAonpbXe7eOVPdoMZLhtQd49VMHdG3aw/VQdcHbdYa6+DnFKRiwljWfTWZOjbThs7WcLZ2bFUVLnCTaF7olTT00ym0TwDvCeYie17p6DyHNt86EVAIoM/cI+dNW0tGAvydQYOxNTo9kyAEHkX94/yZ83nuCLi8bwrasm9fv5FEXpGzaLicfumM+MzFi++uxOCgprB3tIQ4qUkuJaNzmJ4X2WG2siN3x8CpvZREacPRhMHq1o4kxDc5dp/m3XjqvqrIoyMqkgUhl1jN6G4RTX+duOYpp9AbLiHWEHkcW12uv2lWgpP0bKaK7+pT05PYZyl8TbGujUI9IwI1NLSz1QFno2stbta5cuNDsnjr0l9VQ3tfQcRJ5Dm49Wf4AzDc3n1ReyL1w4PoltRbXntT41lJd2lvDz1w/xqRnp/L8bZrQrGKEoytAXFWFh7Yp8shIcrFq/LdizUNGWP7i8/nbr8HsSHWHBYhK4vX6um5XB5VNS2VZYiz8g2XhEW/N4aRdB5Jyc+ODP8V0U7FEUZfhTQaQy6qTH2TGJ0DOLgYDk6Y9PsSA3gUsnJVMaZkVXo32IEQCernUTY7cEy6lPSY/BL+FkdVOnHpGG6ZmxAOwrDb3+z+n2tuvvNScngaaWVg6XN4aciQQoqnHz8ckaHnrjcLe9wM40NOMPyAFPZ+3ogvHJuL1+9pY4++X4/zlcwX+9uJcLxyfxh9vmYDapAFJRhqPEKBsbVi0iymZh2ZoCimsHtiL3UFXcpsp2OIQQweI6d1yQy6K8RBpbWjlY1sCmo1VMSY8hI67z90JuUiQJkVbiHFYsA7iOXlGUgaP+ZSujjtVsYnpmHM8VnO6xsMwHx6spqnGz9IJcshMiqW7y4vGGLsZTFgwijZlIN7lJkcEZrakZWoB4sKyhU49IQ0KUjewEB/vDCCJrXd5g8QM4ewe4NSDbbe/IaPPx4o5i7lxbwKMbTwSr6XVUGly7ObhB5OJxWluRgqK+T1HbcaqWrzyzk6kZMTy+dD4Rls4FiRRFGT6y4h1sWJWPtzXAHau3hpV1MdIZmTId10T2JC02ghlZsczNiWfxOG1t+juHKthWVNttxWohBPNzE0mLjejyeUVRhj8VRCqj0sNfmItfSlas3dbtusNXdpcR57DyqRkZwUCv1Bn6brZRsOdYZRPNPj+na93kJkYFn89LjsIi4P1j1Z16RLY1IzMurHRWp9vXrjT7uOSoYMn1xOjug0ijzcdft5eQFe8gK97BE5u7Lo1vzK4O9kxkfKSNpChb2KnF4TpyppEVa7eREedg3Yp8Yuwq/UpRRoKJaTGsXbGQyoYWlq8poKG5636Ho4UxE5ndRTGc7vzxtrk8vnQBQgjSYu2MS45izYeF+PySyyZ33/bo5zfO4NHb5533mBVFGZpUEKmMSnnJUTy5bAEldR7ueXpHp+Iyrf4A7x6u4BNTUrFZTMEgsjiM4KXM6SEpyoY/IDlU3kBJnZsxSWcDRavZREa0iff09STdrU2ZkRVLYbUr5EWPVoX1bNBjMglmZ2uzkT3NRFrMJiakRjMmMZJnvrSYVRfnsa2ojh16QaC2hspMJGjpyOXOvgsii2vdLFuzFbvVzFMr80mOVnfOFWUkmTcmgT/fMY+jFY3c/dT2sNs7jUTFtW7iHNZObTl6MiE1ut1n/yK93VKUzcyC3MRu90uPszMhNea8xqsoytClgkhl1Fo4NpEff2YaH5+s5Z1D7dM4txXV4XT7uHp6GkBwtrDjDJjPH+Brz+4Mljxv9vmpcXn5xNRUQEv58fklYzqsP8mJMQX7O+Z0G0RqxXUO9jAb2ezz4/H5OzWJNlJaQ5VWX7tiIa997WLS4+x8fmEOcQ5rl7ORpU4PydERXfacHGgZcY6w27OEUt3UwrI1BXi8fp5alR/2OiFFUYaXJZNT+e2ts/n4ZC33Pb+LVn//FecayorrPF225DgXxrKCCyckY7Ooy0hFGa3Uv35lVLttYQ65SZH84Z2j7WYj3zp4hgiLKVh1LiU6ApvZ1Kmi6zsHK/jn3nJe31sOnF0PmZ+XRIzdwr/3nQHOVmY15MSc/afXsUekYbpeobWndZF1eipux2AxP0/7kg+VfpoR5yBOL8oTFWFh6eJc3jpYwcmq9j0xSwehR2R3MuLsfRJENrW0smLtNsqcHtbcuZAp6bF9MDpFUYaqG+Zk8T+fmcabByr44T/2h93eaCTpqkfkubpgfBJ2q4lPz0zvo1EpijIcqSBSGdUsZhNfu3wCB8oagrORUkreOlDBJROTibRpawtNJkFWQuc2H09tOQXAkYpG4Ox6yKx4B9MyYjlZrRXuaZvOCpAdrRXZ6apHpCElJoL0WHuP6yLrXNpsZkJk+9SkSyYm8+Y3Lw0GouFafuFYIiwm/vjusXbbS+s8ZA+BVFbQUqTqPT7c3tZeH6Ol1c+XN2znYHkDj94+jwVju0/JUhRl5FhxUR5fv2ICz28r7vQ5N9IFApKSOs95Z1ykxtgpeOBKbpyT1UcjUxRlOFJBpDLq3TQ3q91s5MHyBkqdHq6e1v4ua3aHIPJYRSNbTtbgsJo5cqYRKeXZAjTxjmAAZzWLTiXQjZnIrnpEtjUjK67HNh/GTGRCh3RWIQST0899LUpKTAQrL8rjld1lweqygYCkZAjNRGbG2wE408vZSH9A8q0XdvPh8Roe+uwsPjE1rS+HpyjKEPftqyZxy/xs/vDOMf62vXiwhzNgqppa8LYGul1CcS5i7VbVQ1dR+okQIkcI8Z4Q4pAQ4oAQ4j59+wtCiN36o0gIsbub/YuEEPv0123vr3H2GEQKIbKFEN8VQrwihNgmhNgshHhUCHGtEEIFoMqI0HY28va/bOXhd49hEgTXNRqyExztekU+/fEpbGYTd106jnqPj8rGFsqcHoSAtLiIYK/HnITITv0G4yIEydG2TmslO5qRFcvxyiauf+QDvvfi3mCQaggGkSHWPp6LL182njiHlYfeOAJAtUu78BgKRXUA0mO1cRizvh6vnyc2nwhrjZOUkh+9sp9/7TvDD6+dymfnZ/frWBVFGXqEEPzy5plcPCGZ77+0j81HqwZ7SAPC6JWZrdZ+K8pQ1wp8R0o5FVgMfFUIMU1K+Xkp5Rwp5Rzg78BLPRzjcv21C/prkN0GgkKItcAawAv8CvgC8BXgHeAa4AMhxKX9NTBFGUg3z8vme9dM4VSNmzcPVLAgN5GkDlU62/aKbGpp5e87S7l2VgYX6H2zjpxppEwvQBNhMTM9SwsiO6aygnYR8/jSBXz36kk9juuL+WP40sV5xNqtvLC9mJd3lrR7vs6lBZHxkX3XkiLOYeVrl09g09EqPjhWPaQqs4K2JhLOBpFvHjjDL/51mF3FzpD7/v7tozy79TT3XDaeL10yrl/HqSjK0GU1m3j0jnlMTIvh7g3b2XKiZrCH1O+M9h59MROpKEr/kVKWSyl36j83AoeAYP640NIAbgWeG5wRaiw9PPdbKeX+LrbvB14SQtiAMf0zLEUZWGaT4N4l47n70nF8fLKmy8IDbXtFvn+smqaWVu5YnMtYPUg8WtFIeX0zmXqwNSElmugICxNSors85/zchJDjSo2188PrpgGw+BfvUljdvrBPndtYE9l3M5EASy/IZe2HhdyxemswQD2XvmL9KT3OSGfVgtvDZ7T1qLWurvt9GtZ9WMjD/znOrQuy+d41k/t3kIqiDHmxdisbVuXzhSc+ZtX6baxfmc/CEbw+uqRW+8zsrjexoigDxtIhzfQJKeUTXb1QCDEWmAtsbbP5EqBCStndwm4JvCWEkMDj3R37fPUURF4jhHBKKUu6elJK6QWO98egFGWwmE2CiyYkd/mcEUQer3Tx540nyM9LZN6YeIQQJEdHcORMI6VOD1P0tYgWs4mXvnIhaTH2PhlbblIkRTWudtvq3F5iIixYzX2bXW63mnnhyxfwz73l7C+tx+Pzk5cc1afn6C271UxilI0yfSbyqF7UqK6HIPKV3aX85LWDXD0tjV/cNFOt5VEUBYDk6AieuWsRtz3+MSvWbuP5uxcH2yuNNMV1blJihkarJkUZ5VrDSTMVQkSjpa1+U0rZtsriF+h5FvIiKWWZECIVeFsIcVhKubmL4y8E7kALSjMAD9pk4evAs/osaLd6uvLMArbo6yDvFUJ0fWWtKKOE0YrjD+8cpbKxhW9eOTEYjExJj+FIhZbOmtmmiM6ktJhgC43zlZccxamOQaTL26frIdvKSYzk3iXj+b/b57HmzoVEWIbOhUdGnD1YWOeIPhNpzMp2tPFIJd/56x4W5SXy8BfmYunjgFtRlOEtNcbOM3ctItZu4c61BRRVu0LvNAwV13pUKquiDBNCCCtaAPmMlPKlNtstwM3AC93tK6Us0/+sBF4G8rs4/j+BrwGbgBuBPGAe8HMgHnhdCHFdT2Ps9mpKSvkttHTVHwGzgL1CiH8LIZYJIc697KOiDHOpMRFYzYLDZxrJz0sMroUELVg8UNZAsy9ARj+tHRybHEV1k5fG5rPBUp3b16m9x2iQEWenzOmhsdkXLDZkFBlqa9fpOu59eieT0mJ4cvkCdQdeUZQuZcQ5eGrVIvwBybI1BVQ2nH8v2qGmuM593u09FEXpf/qax9XAISnl7zo8fSVwuLtMUSFElBGnCSGigKvRZhc7WiWlXC6lfElKeVpK2SyldEopC6SUv5JSXgoU9DTOHm/JS80mKeW9QA7wB+BbQEVP+ynKSGQyiWBxmbazkACT06PxB7TG1VnxfZO+2pGx9vJUzdl1kXXu/puJHMrS4+ycaWjmWGVTcFvHdNZjFY2sWLeN1NgI1q/MJ9Y++oJtRVHCNyE1mrUr8qluamHZmgLqPV1nNwxHLa1+yuubQ1YEVxRlSLgIWApc0aalx6f1526jQyqrECJTCPEv/a9paMVP96AFga9LKd/o4hxRQogLOm4UQlwkhMiD4Exmt8LK6xJCzAR+BvwfWrXWH4Szn6KMNPPGJLBkckq7WUjQZiINmf04EwlQ2CbVqs7t7fOiOsNBRpwDp9vHHr0ia4zd0i6dtdTpYdmaAqxmExtWLiIlJqK7QymKogTNyYnn8aXzOVHVxF3rt9Ps8w/2kPrEySoX/oBkYppKJFOUoU5K+YGUUkgpZxktPaSU/9Kfu1NK+ViH15dJKT+t/3xSSjlbf0yXUj7YzWn+iLYGsiMf2qRhSD21+JgohPiREOIg8CzgBq6WUi6SUoZ1cEUZaX5762zWLF/YqTDLxAEIInMTtSCy7brIOpdvlAaR2mzvpqNVOKxmpmfGBtNZa11elq7eSlNLK0+tzO+yxYqiKEp3LpmYwu9uncO2U7V87dldYfWgHeqMAmSTVRCpKIomT0q5u+NGKWUB2vrIkHqaiXwTsAOfl1LOlFI+KKU82btxKsrIIITAZOpc2TM6wkJ2ggObxURSP6WXOmxm0mPtwTYf3tYATS2to3RNpBaobzlRw6S0aJKiIqhze3G1tLJibQGldR5WL1/I1IzYQR6poijD0WdmZ/KTz0znnUMVfP+lfUgpB3tI5+XImUYsJjFkqmwrijLoekrRCuvue08tPiZIKXu8/SaEEHK4f7IqSh+ZnhmLvcrVr+0j2rb5cOozb/GjcE2kMRPZ0hpgcnoMNouJOpeXe57ewf6yBh67Yz75eSO335uiKP1v+YVjqXF5efjdYyRFR3D/p6YM9pB67WhFI+NTorFZVHVqRVEA2CmEWCGlXNt2oxDiTmBXOAfoKYj8jxDi78ArUsrTbQ5uAy4GlgPvAevOcdCKMiL99PoZNLW09us58pKjeOeQVtfKWAOYOArTWdPjzhYvmpQWQ53bS53bx/vHqvn1LbO4alraII5OUZSR4ltXTqSmqYXHNp0gKcrGXZeOG+wh9cqRikbm5CQM9jAURRk6vgn8QwhxO7BD37YAiAFuCOcAPQWR1wArgef0Kj1OtPRWM/AW8PuucmkVZbRqG9j0l9yks20+avVqpKMxndVuNZMYZaPW5WVSWjQPv3sc0Krmfm5BziCPTlGUkUIIwc9umIHT7ePBfx0iMcrGZ+dnD/awzomrpZXiWg+fV5+NiqLopJTlwCIhxFXADH3zr6SUb4V7jG6DSCllM/Ao8Kje8DIZ8EgpnecxZkVRzkNe8tk2H5WNWh+z+FE4EwmQHmun1uXl/WPVbD9VB8D1szMHeVSKoow0ZpPgd5+fjdPj5b//vpeEKCtXTBk+2Q5GUZ1JqqiOoigdSCnfBt7uzb5hJcdLKX1SynIVQCrK4MpN0ooiHKts5NH3TpAV72BcyugslJARZ8dhNfHk+4VcPCEZoF2bD0VRlL4SYTHz+NIFTMuI5SvP7GR7Ue1gDylswcqs6SqIVBRFI4S4WQjxshDiJSHELb05hlphrSjDSK7eruI3bx7lSEUjP71+OnareZBHNThmZcfR7Atw5dQ0vn3VJOBssSFFUZS+Fh1hYd2KhWTGOVi5bhtHzjQO9pA6Kax20dLavrflkTNN2K0mchJUuyNFUYJ+AHwW+Bzw/d4cQAWRijKMRNospMVGUOr0cM30dK4cpQVk3j9WxSPvHWfh2EQe+eJckqO1StXGOlFFUZT+kBQdwfqV+ThsZpat2UpxrXuwhxRU7/bxyd9v5vmC4nbbj1Y0Miktpsv2VIqijFrPAWuBNcBLvTlAWEGkECJXCHGl/rNDCKFyIhRlkIxLjiY6wsJPrp8+2EMZFLuLnXx5ww7Gp0Tz5PIF2K1m4qO04kJOlc6qKEo/y0mM5KmVi/B4/SxbU0B1U8tgDwmAQ2ca8PoDHK9sarf9iB5EKoqiGKSUvwW+DtwnpXywN8cIGUQKIe4CXgQe1zdlA//ozckURTl//3P9NDasyh+QarBDzfHKJlasLSA5OoKnVuYT59CCx5gICxaToE6lsyqKMgAmp8ew5s6FlNd7uHNtAY3Ng38Dy0ivLXV6gttqXV6qGluYrIJIRVE6kFI2nE+9m3BmIr8KXAQ06Cc8BqT29oSKopyfKemxzB0z+vp9lTk9LFu9FbPJxIZV+aTGng2ihRDER9pUEKkoyoBZMDaRR2+fx6HyRr68YUentYgD7YheQKe07mwQGazMqorqKIrShhDiPSHEvUKIzA7bLUKIS4UQq4UQK3o6RjhBZIuUMnhlJoSwALJ3Q1YURTl3dS4vy9YU0NjcyvqVC4NVattKiLRS5xr82QBFUUaPK6ak8dBnZ/HRiRq+9cJu/IHBuzxqOxMppTYOI7V1Ymr0oI1LUZQh6VrACrwshCgRQuwVQhwFTgIrgD9LKdf2dIBu+0S2sUkI8QPAoTek/Arw2nkOXFEUJSxubysr1m3jdK2bp1bmMz0zrsvXJUTZqFUzkYqiDLDPzs+mzu3l568fIj5yPw/eOAMhBraIjZSSo2casZoFTS2tNHhaiYu0UljtwmE1kx47+pY/KIrSPSmlG3gYeFgIEYGWZeqRUlaHe4xwZiLvB6qAfcCXgX8BPzz34SqKopwbb2uAe57eyd4SJ3/6wlwWj0vq9rUJkVbV4kNRlEHxpUvGcc9l43l262l+/86xAT9/WX0zjS2t5OclAlDi1KrGFla7GJscpSqzKorSLSlli5Sy+FwCSAhjJlJKGQCe1B+KoigDIhCQfPdve9h8tIqHPjuLT05P7/H1iVE2dp7u9fpwRVGU8/K9ayZT62rh4XePkRRlY/mFYwfs3EfONABaeu2Hx2sorfMwPTOOwmoX0zJiB2wciqKMHuFUZ92n58m2fbwvhPi9EKL7aQFFUZReklLys38e5NU9ZXzvmincujAn5D7xkTbqXN7gWiBFUZSBJITgFzfN5KppafzktQO8uqdswM59WF8PecUUre5hqdODzx/gdK2bvOTOa8gVRVHOVzjprP8GXgdu1x+vAZuBM8C6fhuZoiij1iP/Oc66j4q465I87rlsXFj7JERaaQ1Imlpa+3l0iqIoXbOYTfzpC3NZODaR7/x1N5uPVg3IeY+eaSQzzs7YpEjsVhOldR6Ka934A1IFkYqi9EgIkS2EuFz/OUIIEdaHRjhB5EVSyu9LKffpjweAJVLKXwFjez9kRVGUzjZ8fIrfvn2Um+dl8f1PTQ27QEVCpA0Ap1tVaFUUZfDYrWb+snwBE1JjuOfpHew6Xdfv5zx8ppHJ6TEIIciMd1Dq9FBY7QIgL0UFkYqidE0IsRJ4FfiLvikXeCWcfcMJIqOFEIvanCwfMGpFq1v+iqL0mVd2l/LjV/Zz5dRUfvXZWedUDMIIImtdqriOoiiDK9ZuZf3KhSRHR7By3TaOVzb227l8/gAnqpqCvSCzOgSR49RMpKIo3fsGsBhoAJBSHkWr1BpSOEHkl4C/CCEKhRBFaJHqXfpU5y97NVxFUZQO3jtSyXf+uoeFYxN55IvzsJrD+Xg6KyFKCyLrVIVWRVGGgNQYOxtW5WM2mVi2uoAyp6dfzlNU7cLnl0zRg8jsBAeldR5OVrtIiLQSr99gUxRF6UKzlDJ44SSEMANh3cEPeZUmpdwmpZwJzAHmSClnSSkLpJQuKeVfez1kRVEU3faiWu59egeT02P4y/IF2K3mcz5GQqQV0ILIvSVO3th/pq+HqSiKck5yk6JYt2Ihjc2tLFtTQF0/ZEoYRXUmp2lVWLPiHdS4vBwsa1DrIRVFCeVDIcR/A3Z9XeQLwD/D2TGsW/1CiGvRekR+QwjxYyHEj3s9VEVRlDYOlTewct02MuMcrF+ZT6zd2qvjGOmsr+4u45bHtvD153bi8wf6cqiKoijnbEZWHE8sW8DpWjcr1m3D7e3blUCna7WekEbAmJXgAGBviZO85Ohu91MURQH+G2gEDgP3Ae8CD4SzYzgtPh4DPg98HW1683Noiy4VRVHOy6kaF0tXFxAVYeGpVfkkR0f0+lixDismAe8dqcJuMeHzS4r0NUGKoiiD6YLxSTx821z2lji55+mdeFv77gZXmdNDQqQVh03L4MiKjwQgIGGcKqqjKEo39NTVNVLKP0spb5JS3qj/HNYHVDgzkRdKKZcBdVLKnwIXAKGbtimKovSgoqGZO1ZvxR8IsGFVPtkJked1PLNJMC4lmiWTU/jL8oUAHK1o6ouhKoqinLdrZqTzi5tmstWUzOEAACAASURBVPloFd/9227+sbu0T/raltc3kxHnCP7dmIkEVDqroijdklL6gQwhRK9SwCxhvMZYCe4WQmQCNUBeb06mKIoCUO/2sWx1AbVNXp69azETUmP65Lj/+sYlWM2CZl8AIeBoRSPXktEnx1YURQnHD17eh5Twy5tndnrutvwx1Lq9PPTGEV7dU052vJ0FY5PO63xlTg/ZbQLHtJgIzCahekQqihKOk8D7QohXgGD6lpTy4VA7hjMT+U8hRDzwa2AnUAQ837txKooy2rW0+rl7w3ZOVjfxxLIFzM6J77Nj2ywmhBA4bGbGJEZyrB/L6ofy+t5yvrR++6CdX1GUgVfm9PB8wWl2nKrt9jX3XjaeyyYlA7B+y6nzPmfHmUiL2URGnB2AsUkqiFQUpUdVwNtAJJDS5hFSOEHkQ1JKp5Ty72hrIacAPw/n4EKI+4QQ+4UQB4QQ3+zi+QQhxMtCiL1CiAIhxIxQ+wohfi2EOKzv87Ie4BrPfV8IcVwIcUQI8ckwjjVbCLFFCLFPCPGaECI21LEURem9QEDy3b/tZWthLb/53GwumpDcb+ealBYzqOmsHxyv5p1DFdR7fIM2BkVRBtZzBacJSGjwdF88RwjBkslaG7bX9pTz7NbTvT6fq6WVeo+PjHh7u+1Z8Q6y4h3BdZKKoihdkVL+qKtHOPuGE0RuaXOiFillfdtt3dEDwruAfGA2cJ0QYmKHl/0A2C2lnAUsA/4Yxr5vAzP0fY4C39f3mQbcBkwHrgEeFUKYQxzrL8D9eguTl4H/6ulYYfyuFEXpwf++cZjX9pTx39dM5oY5Wf16rklp0RRWu2hp9ffrebpjlPI/XeMelPMrijKwvK0BnisoBgh588jVogWZOYkOfviPffx7X3mvzller604ymwzEwlw1yXjuO/KjpdciqIo7Qkh3hZCvNXxEc6+3QaRQoh0IcR8wCGEmCuEmKc/lqBNeYYyFfhYSumWUrYCm4CbOrxmGlopWaSUh4GxQoi0nvaVUr6lbwP4GMjWf74BeF4PdAuB42iBY0/jmAxs1n9+G/hsiGMpitJLj286wRObT7J0cS73Xja+3883KS0Gf0BSOEgVWmvdehBZq4JIRRkN3jhwhuqmFhbkJuDx+XuswNrQrF3GzM2OZ05OPPc9v5uPTlSf8znLnM0AwfRVw5XT0rh1gaqBqChKSD8EfqQ/HkRr9bEnnB17KqzzSeBOtCDtd222N6LNIIayH3hQCJGEVpzn00DHBUJ7gJuBD4QQ+Wjpstlh7guwEq0pJkAWWlBpKNG39XSs/cD1wCtorUtyQhyrHSHE3cDdABaLhY0bN3b9m1CUDpqamkbV++X9Eh+r93vJTzdzeVwVmzZt6vdzNjRqF3D/eK+AxRnh1BDrWyWVWvD43vZ9RNUeOe/jjbb3jNI31Ptm4Dyy1UNqpGBypIvtwBvvbiI2QnT52sMnWwA4UVrBvbPt/KJWsnLNVu7PtzM2LvzEp00l2ozn6cN78JwOq/V3SOo9o/SGet8MT1LKrR02bRJChHWR1u2VlZRyPbBeCPFZfT3kuQ7qkBDiV2gzfE1oAWPHRQL/C/xRCLEb2AfsAlrD2VcI8YC+7RljU9fD6PFYK4GHhRA/Bl4FvD0dq4uDPwE8ARAVFSWXLFnSxW6K0tnGjRsZLe+Xtw9WsPbN7VwyMZnVyxdis/TNhU4oLa1+frLlTaxJOSxZMnlAztnu/O+/DXixxKWzZMms8z7eaHrPKH1HvW8Gxpn6Zo6+8S7fu2YKGXF2njm0mxnzFjIuJbrL1/+tdCeUlOOzRHLd1Zcxf5GHW/68hT/t9fPivYs7VVXdcqKG1R8U8oubZ5Aac3bWcdfbRxEHjnHD1Uv67LNVvWeU3lDvm+GpbT0YtAzV+RBeWfue0lm/LYT4NpBr/Nz2Ec7BpZSrpZTzpJSXArXAsQ7PN0gpV0gp56CtiUwBCkPtK4RYDlwH3C7PNlkqoX3/ymygrKdjSSkPSymvllLOB54DToQ6lqIo4dt6soavPruTmdnxPHbH/AELIAEiLGZykyI5WtF/FVqf2lLEt1/Y3Wl7ICCp09NZT6k1kYoy4u0rrQcgPy+BOIfWcq2ndZENzdpzlY3ajGRGnIOnVuUTkJJla7ZS2dDc7vV/3V7MO4cq+OKTW6lsPPtceb2HlOiIAf1sVRRlRDmAlpl5AG0y7wG0WjIh9fSpExPiEZIQIlX/cwxa2upzHZ6PF0LY9L9+CdgspWzoaV8hxDXA94DrpZRtr85eBW4TQkQIIfKAiUBBiGMZ201oOcGPhTqWoijhOVjWwJfWbycnwcHaOxcSFTHwKaWTUmM41o8VWtd9VMTLu0tpammfZFHv8RHQb2+pNZGKMvIdKKtHCJiaEUusHkQa6x67YjzndPuCxb/Gp0SzdkU+NU1elq/dFgw0AXYXO5mYGk1pnYcvPrmVWr1wV3l9Mxnxjs4nUBRFCc84KeUYKWWOlDJPSnkF8GE4O3YbREopf9rTI8yB/V0IcRB4DfiqlLJOCHGPEOIe/fmpwAEhxGHgU8B9Pe2rb38ELYh9WwixWwjxmD7eA8BfgYPAG/o+/hDH+oIQ4ijaItIyYG0Yx1IUJYRTNS6WrSkg2m7hqVWLSIyyhd6pH0xKj6GoxkWzr+//+RZVuzhZ5UJK2FvibPdcjX6BNzYpkrJ6T48FNhRFGf4OlDUwLjmKSJuFOId2w6ynmcjGNs9V6bORAHNytKyNYxWN3LV+O80+P063l8JqFzfOzWLtioUcr2zi+W1aW5Ayp4fMDkV1FEUZ3oQQOUKI94QQh/T2hPfp238ihCjV45/dQohPd7P/NXqLwuNCiPtDnK7jmkgIc+Is5NSAECIb+BNwEdq6wA+A+6SUJaH2lVJe0sW2x9r8vAVtli+sffXtE3o434NolYXCPdYf0duKhHssRVF6VtnYzNLVBbQGAjx/9wVkDeJd8klp0QQknKhqYnpmXJ8e+z+HK4M/7y52cuH4sz0vjVTWOTnxFNW4Kalzd7s2SlGU4e9gWQPzcxMAgjORPaeztpIRZ6e8vpnKxhayEyI5UFbPgbIGbl2Qw29vnc19z+/mvud38Xm9yurcnHgWj0tiSnoMm49Wce9l4ymvb+aySan9/x+oKMpAagW+I6XcKYSIAXYIId7Wn/u9lPI33e2otyT8P+AqtOV524QQr0opD3Z4XSra2keHEGImZ+vBxBJeF46w+kSuRUvvzESrUPqavk1RFKWdhmYfy9dso6qxhbV3LmRCaliZ7/1maoa2XnxfSX1Yr3d7W/noeHhl9t87Usn4lCjGJkWyp7j9TKSRajYnJx6AUyqlVVFGrDqXl1Knh+mZ2udNrF1PZw2xJnJCqnZjqbJBm4l8YvNJ7v/7XtzeVm6Yk8X/fGYabx6o4HfvHAVgZrZ2I+yySSnsOFVHeX0zbq+fzHg1E6koI4mUslxKuVP/uRE4RBddIrqRDxyXUp6UUnqB59FaF3Z0LVp2Zzb/n737Dm+zvB4+/r21vPd27GxnT5I4YYdNKRD4tYwWMkgoZXWXtnRROiilFN5SWmYSElZbGigdQNmEMOLsvZdXPOUhD0mWdL9/PJJjJ/KIlzzO57p0xX6k59FxcISO7nOfA3/BSDz/jDGB42edeaLOJJEpWuuVWmuP//YcRgMcIYRo5mzycuuqjRwsc/DkwlnMHJ4Q6pAYnRxFUpSNDUerOn4w8OrmIr767PpW5WXB1Lk8rD9s58IJqczIjmdrG0lk4O8gX5rrCDFo7SquBWiudgi3mgmzmNpMIp3+GZJj/NUJgUY5e4878OkTH3rdcvYo7rpgDDuLakmMshLjT07PG5dCk1fz2pYiwGjKI4QYUCxKqY0tbre19UCl1EhgJifKTu9WSm1XSq1QSgV7ozUMKGjxfdAxhf7c7lxgmdb63Ba3K7TWr3Tmh+hMElmhlLpZKWX2324GKjtzcSHE0ODx+vjGy1vYcNTOw9dN5/xx/eNzJqUUs0cmsOGovVOPL/V3RCw9qTPiydYdqMDt9XHBhFSmZ8dTWuuipObEOYEkcnx6DBFWs3RoFWIQ21VsJH2BlUgwSlpbNsZpyeFvqjMqOQqTMlYi3R4fh8qNJmDbWuyx/t4l47CZFfb6Jp775AgAs0cmEGE187cNxvvEDFmJFGKg8WitZ7e4PR3sQUqpaGAN8G1/49EngDHADOA48IdgpwU5dsqYwuY7tP67Uuoy//SNHwdunfkhOpNELgWuB0r8AX/Zf0wIIdBa87PXd/HO7lLuu3ISC2Z0tuKib8wZmUi+vaHDxBBOJH/lde2vRH6wt4yYMAtzRiY2l6xuLTix2mmvdxNpMxNuNTM8MZJ8e303fgIhRH+2q7iWYfERJLRoIBYXYW1zT2QguYyPtJIcHUaZw8mh8jo8/pbOLSsb8u2NuL2aSRmx/OLfu3l9axFhFjNnjklq7vycKSuRQgw6SikrRgL5otb6VQCtdanW2qu19gHPYJSunuy0xhQqpf4CLAa+C0QANwNt9p9pqb05kbP9Aedrra/WWqdorVO11tdorY915uJCiMHvT+8f5OW8fO6YP4YlZ48KdTinyB2VCEDekY5XIwNJZEU75aw+n+aDfWWcNy4Fq9nExIxYrGbFlhZv/Krq3c0daYcnRcqYDyEGsV3FNUzKjG11LDbcQm1j8BEfgZXImHALqbFhlDlc7Csx5tlOSI9ha/6J15JAQvnAtVPJHZXI91/Zxtr95ZyXYzTyspgUKTFhPf4zCSFCRymlgOXAHq31Iy2OZ7R42LUY8x1PtgHIUUqN8o9RvBGjt01bztFafxWo1Fr/DJiLkXh2qL2VyGeUUgeUUr9USk3szMWEEEPL3zcU8Mg7+/m/mcP4wWXjQx1OUJMyYomymTtV0tqZlcjN+VWUOVxcMikNMPY/TcqIbdVcp7JFEjki0UgitW6zmkQIMUDVuzwcrqhvVcoKHaxE+o/HhltJjQmnrNbFnpJabGYT184cRnGNkzJ/5cTWgmoirGamDIvl2cWzGZsaw+0vbGpOHNNiwzGbglWvCSEGsLOBhcCFJ43zeEgptUMptR24APgOgFIqUyn1BoDW2gPcDfwPoyHP3/2jC9sSKNNyKqXS/d+P7EyQbY740FrPVEqNx8hg1yil3MDLwF9lJVII8cHeMu59bQfn5iTz4JemYXxw1v9YzCbOGJFwmiuR7jYf898dx7FZTFw08URb/enZ8azZVIjXpzGbFFUNbhIiT6xEOpt8lDlcpMXK3iUhBpO9JbVozSkjhGIjrByuCF7GfmIl0kpqTBjbC2vYe9zB2NRoZo80+mRsLajmkklp5B2xMzUrDovZRKzZxKpb5vClJz/lp//cSVpsWEhHKAkheofWeh3B9za+0cbji4ErWnz/RluPDXZNpVQ88DCwFfACqzpzYrt7IrXW+7TW92utJ2HUy8YD7yulPulkYEKIQWhrQTV3vriZCekxPHHzLGyWzmyvDp05IxPZV+pod24bnJjv2NZKpM+neWPHcc4fl9LcKRGMUR71bi8HyoySNHu9m6RAOWuiMW5JmusIMfjsbu7Mehorkf49kbERFlJjwqisd7H7eC0T0mOYnBmHxaTYWlDN+3vL2H28lqumnahgS40N5/mlczGbFF6f5vb5o3vpJxNCDHZKKRPwpta62t+RdRQwVWvdY411Ak+SCqQBUUB5F+MVQgxwB0od3LIyj6RoGytvmUN0WJsFDf3GnJGJaA2bjrW9GunzaaoajDd3be2J3JxfRWmtiy9OzWh1fJp/ftuuIuMNpb3e3dxkI5BEFsi+SCEGnaOVDURYzWTEta4yiA23UtvYFLSM3eFPImPCraTEhqM1lDtcTMiIIdxqZmJGLJuOVfHbN/cyOjmKG3OHtzp/ZHIUz92Si7PJx4Nv7qW6oe3KCSGEaIu/Qc8fW3zfqLXuXDt7OkgilVLn+rv2FAL3AOuA8Vrra7oYrxBiAMuvbOCmZ9djMZt4YdlcUmMGRnnmzOHxWM2KvCNtz4usdTbh9XdHrGhjJTJYKSvAqORowq0mdhXX4mzy0uD2Nu+JzPSXmxVVN/bEjyKE6EcK7A1kJUScUs4fF2HFp42ZsierbfRgUhBlM5PaoinOhHRjNXNGdjzrj9g5WFbHDy6fgNV86lu1KcPieHrRLI5WNLBs1UYa3d4e/smEEEPEO0qpBV05sb3urAXAgxibMmdqrS/VWq/QWtd0MUghxABWVuvkpuWf4/b6eGHZXEYmR4U6pE4Lt5oZlRzVPIctmMB+yJhwS9By1rZKWQHMJsX49Fh2H69pvk4giQy3mkmJCaOwSlYihRhs8u0NzdUGLcVFGK8Rtc4gSaSziZhwK0qpk5LIGIDmsUGzRyRw2eS0Np/7rDHJ/PHGGWzOr+KulzbT5PV162cRQgxJdwOvKaUalVJ2pVSVUqpTq5HtrUSeo7U+W2v9J611ac/EKYQYiGoam1i0Io/KOjfP3ZLLeP+bnYEkMcrWbtlXIPkbnxZDdUMTbk/rN2RbCqqDlrIGTM6MZXdxbfN1Ao11AIbFR8hKpBCDwOHyuuYSVa01hVWNZAdJImMjjDL/moZT90U6nJ7m+1P9zbYSo2zNHVfPzUlmYkYs9101ucOGZV+YmsGvr5nC+3vL+OGa7fh80gVaCHFakgErEA2k+L9P6cyJbSaR0oFVCAHQ6PZy66oNHCqv4+mFs5s/JR9oEqNszXsegwkkf+P8CXJlfevVyMC8trPHJgc9f1JGLLVODzuKjGKNpOgWSWRCBEVVkkQKMZAdqajnokc+4n+7SgCoamiizuVpI4kMrESe+ppT29hETJhxf0q0kThOSI9pThhTY8N581vnMjUr7pRzg7lp7gi+e8k4Xt1cxINv7T39H0wIMWRprb3AdcAP/V9nADM6c27/bqkohAipJq+Pu1/azMZjVTx6wwzOyQmeQA0E8ZE2quo7txIJp475OFhWR3ykleQWyWFLge6M6w5UAK1XIrPiIyiudsoqgRAD2K7iGrSGrQXGB0WBZlnZCaeO2Yj1l7wH69DaciXSZjGRkxrNvNFJ3YrtGxeOZdGZI3h67WGeXnuoW9cSQgwdSqnHMWZOLvQfagCe7My5HbZVVEqdrbX+pKNjQojBRWvNj9bs4L29ZfzqmilcOS0z1CF1S2KkjaoGNz6fxhRkOLfdX+qakxYNQHmdEzixEnCorI6xKdFtlpdNSI/FpOCTQ0YSGRjxAZCVEIHb66OiztVcviaEGFgOlBp7qveWGF2Y8/1J5PCkdvZEBkkia51NrfZRvvmtczF1c86uUor7rppMZb2bB97YS1JUGF+aldWtawohhoSztNZnKKW2AGit7Uqp4J+Wn6QzK5F/6uQxIcQg8ts397JmcyHfvjiHhfNGhDqcbkuIsuHTwcvLAOx1biKsZrITjDd3p6xEltc1J5jBRNiM5j3VDU2Y1IlyNjDKWQEKZV+kEAPWwTIjidxXYsyDLagKrES2Xc7a1kpky+ZcFrMp6Adbp8tsUjxy/XTOGZvMD9Zs5/290s5CCNGhJv8oRw2glEoCOtWlq73urGcqpb4HpCilvtvi9gvA3ANBCyH6qac+OsTTaw+z6MwRfOuinFCH0yMSo4w3bW3ti7Q3uFs1t2jZodVe78Ze72ZMSttJJMDkTGPlMj7ShrnFm8Jh8cabzELZFynEgOHyePG06Hh6oMxIHo/XOKlpaKLA3kBSlI2oILNyY8IsKNVGd9bGpuZy1p4WZjHz5MJZTM6M5c4XN7c7G1cIIYA/A2sw8r37McY5/q4zJ7a3EmnD6NRjAWJa3GqBL3cnWiFE//X3jQX89s29XDktg190ojvgQBHv36Nob2NfpL3eSCLDrWZiwiyUO04kkYEViLGp7SeRk/z7IhOjWleCBFYipbmOEAPHl5/4jAfeMBrVNHl9HKmoZ1KG8W98b0ktBfZGsoI01QEwmRQxYRZqG5vQWvPAG3vYkl+F16dxuDynjAnqSdFhFlYumUNGXARLn9vI/lJHrz2XEGJg01qvBn4KPAzYgeu01n/tzLntdWf9SGt9PzBPa31/i9sjWusDPRK5EKJfeWd3KT9as51zc5J55PoZPVJi1V8k+pPItprrVPmTSIDkmDAqWqxEBlYgOkwi/W8wEyNbJ5HRYRbiIqwUVcusSCEGAq01+0odvL3b6MR6rLKBJq/myunGiJ+9JY42Z0QGxEVaqWlsYn9pHU+vPcwLn+dT5zJWJmPDe2clMiApOozVS3MJs5hYtDxPRgwJIdpjBpoAN6fRdLUzD3xOKfX+ybeuRimE6J/WH67krpc2MzUrnidvnoXNMriaNwcSxKo2ZkVWtkwio22nrERGWM1kxp3ahbGltlYiwWiuIyuRQgwMtY0e3B4fhVWNFNgbOOj/IOmcscnER1rZVVxDcXVj0M6sAbHhVmobm/hwXxkAG4/ZmxvtxPbiSmRAdmIkq5bmUu/2sHD5+jarMIQQQ5dS6ifAy0AmkAW8pJS6tzPnduZd4veBe/y3nwFbgY1dC1UI0R/tLq7l1lUbyU6IYOWSOUH3+Ax08ZGBPZEdr0SmnLQSebCsjjGpUR2uzCZHh5GTGs3olKhT7hsWHyGrAUIMEGUOZ/PXnx2ubO7MOjY1mvFpMXy4rxyPTwedERkQF2GsRH7gTyKPVTZwuKIeoNf2RJ5sYkYsyxfPoaiqkVue20C969Q9mkKIIe1mYI7W+qda658AucCizpzYYRKptd7U4vaJ1vq7wNzuxSuE6C/yKxtYtCKP6HALq5fNDbqKNhhEh1mwmhX2+lMb6zibvNS7vS1WIsNarUQGxnt0xr/uPofvXjLulOPD/CuRWsusSCH6u5b//j8/VMmBsjqyEiKItFmYmBFLmf/+dstZI6wUVzey8WgVc0clAvDBXiOh7M09kSfLHZXI4189g51FNdz+wibcnk41XhRCDA3HaD3y0QIc7syJHSaRSqnEFrdkpdRlQHrX4hRC9CdlDic3L1+Px+dj9dJchsW3X645kCmlSIi0UR1kJTKwOpkQeSKJrHV6cHm81Ls8FNc4O9wPGRBhM2Mxn/rSOiw+gnq3N2jLfyFE/xJIEiekx/DZ4Ur2lzqaXwPGp8c0Py7YeI+A2HArxTVOPD7N3ReOJcxi4n1/EtkX5awtXTIpjd9eO5WPD1Tw/Ve24fPJh1lCCAAagF1KqWeVUs8AO4BqpdQjSqlH2juxM/UUmzBmhyjAAxwBlnUzYCFEiNU6m1i8YgPlDhcvfm0uOWkxHZ80wCVE2oLuC6qsM461LGcNHA+UtXY2iWxLVmBWZFVjc6dYIUT/FFiJvHpGJg+9tY+SWifn5iQDRmIJxlzGjPjwNq8R5y+hjwmzMG90EjOy41l/xBi5EdPLjXWCuX5ONhX1Lh56ax9J0TZ+fuWkQdN9WwjRZf/13wI+7+yJHb6Kaa1HdSUiIUT/5WzycuuqjRwodbB8yRzOGJ4Q6pD6REKUNeieyMCxluWsYLyR7Ox4j45kJZyYFTllmDFP0tnk5fnPjrFgZiapMW2/GRVC9K0yh5Mwi4lLJ6Xz0Fv70BpyUo3kcZz/A7eMuHCsQaoOAgIdWM8em4zVbGL2yITmJDI2om9XIgPuOH8MlXVulq87QnJ0GHddMDYkcQgh+get9fKuntthEqmUCgfuBM7BWJFcBzyhtXa2e6IQol/yeH184+UtbDhq5//dMIPzx6WEOqQ+kxhlY7+/QUZLgdXJk1ciK+pcHCyvw2JSjEg6tVnO6QiUCgea6zibvHz9+U18tL+cI5X1PHDt1G5dXwjRc8ocLlJjwxiTEkVqTBhlDhdj04wPkqLCLIxMimye/9qWOH+ieMEE4zV29shE4BAQmpVIMMr6f3LFROz1bn7/v30kRdm4MXd4SGIRQoSeUupy4FfACIy8UAFaa53Y0bmdeRVbDTiAP/m//wrwPHBdl6IVQoSM1pofv7aDd3aX8ourJrFgxrBQh9SnEiJtQedEnpxEJkcbf/7ktZ1U1LkYnRLV7opDZ8RHWom0mdleWM2mY1U89t4BPtpfTk5qNK9vKeLHV0wkehB2xRViICp3uEiNCUcpxZljknh9a3GraoQ/XD+dCGv7/14nZsSSERfOBRNSAThjeAJKQbjF3O3Xk+4wmRQPfXka9no3P35tBwlRNi6bLK0uhBiiHgeux9gLeVpdtzrzjmW81np6i+8/UEptO50nEUL0D797ax9/31jINy8cy5Kzh16lekKkjaoGNz6fbjWuw17vxqROrBykxYYza0QCZpPi2jOG8cWpGd1+bqUUo1OieH1rMa9vLQbgd1+ayvj0WK758yf8c0sRN88b0e3nEUJ0X5nD1dyR+fbzxzAtK75VM5xZIzr8kJ7ZIxP57N6Lmr+Pi7AyPi2mX8xrtJpNPHHzGXz1mfV84+UtPL80l7mjk0IdlhCi7xUCW7XWp922uTNJ5Bal1Dyt9ecASqm5wCen+0RCiNB6Zu1hnvzoEF+dO5zvBBlBMRQkRNnwaXA4Pc1NL8BIIuMjbZj9iaXVbGLNHWf1+PM/tXA2B0qNoeXpceFMSI9Fa83kzFhe+PwYN80dLo0uhOgHyh0uzhpjJFUTM2KZmBHbI9e9cU42B8tPLakPhUibhZVL5nDdU59x6+qN/P3rZ/bYzymEGDB+APxbKfUh0DzbSGv9WEcndqaeYi7wqVLqqFLqKPAZcL5SaodSanvX4hVC9KU1mwr5zRt7uGJqOr9aMGXIJiqJUUbiaD+puY693t0n8zGHxUcwf3wq88enMiHdeLOmlOKmuSPYW+Jgc351r8cghGifs8kYxZPq3xvdk5acPYpfX9N/9j8nRNlYvTSX6DALi1bkUWBvCHVIQoi+dT/gBeKBlBa3DnVmJfLyrsclhAi19/aU8oM12zlrTBKP3jCjebVtKAqM1rDXuxmVbDTK2VfiYHthTUhnZC6YkckDb+xh1adH4aRFrwAAIABJREFUmTViaHTKFaK/Coz3SOmFJLI/yoyPYPXSXK576jMWLl/Pd6eFOiIhRB9K1VrP6sqJnVmJ/LXW+ljLW8tjXXlSIUTf2HDUzp0vbmZSRixPL5pNmMUc6pBCKtGfRFbVu9Fa89s39nDFYx/T4PZwxwVjQhZXVJiFRWeO4F/bivn0YEXI4hBCQLl/NuxQGruTkxbD8sVzKKl18odNTmqdTaEOSQjRN95TSl3YlRM7k0RObvmNUsoCdCljFUL0nb0ltSx7bgPD4iN47pY50vmTE91XqxrcbDxWxVNrD7Ngeibvf28+F4xPDWls37woh5FJkfzo1R00ur0hjUWIoaysdmitRAbMGpHAEzfPotDhY+nKDTS4PaEOSQjR+74GvKuUqlNK2ZVSVUope2dObDOJVErdq5RyANOUUrVKKYf/+1Lg9Z6JWwjRGwrsDSxankeEzczqZbkkRQ+tN0Ntifc306lqcLN2fzkmBfddNZmEPtgP2ZFwq5nf/t808u0NPPru/lCHI8SQdWIlcui9bl4wPpXbp4exOb+K21ZvwtkkH2gJMcglA1YgDmMvZDKd3BPZZhKptf6t1joG+L3WOlZrHeO/JWmt7+2JqIUQPa/c4WLh8vW4PD6eXzaXrITIUIfUb0SHWbCaFfb6JtbuL2dGdnyrLq2hduaYJL6SO5xnPz5MmcMZ6nCEGJLKa52YFEP2w7c56RYe+vJ01h2s4O6XttDkPe3O/0KIAUJr7QWuA37o/zoDmNGZcztTzvqmUuq8k2/diFcI0UscziaWrMyjpNbJiiWzGZcWE+qQ+hWlFAmRNg6X17G9qIbzxnXqw7Y+tWBGJj4Ne447Qh2KEENSmcNFYlTYkG5C9uVZWfxqwWTe3VPKd/++Da9PhzokIUQvUEo9DlwALPQfagCe7My5ndkkdU+Lr8OBXGAT0KVNmEKI3uFs8nLb6k3sK3HwzKLZnRqGPRQlRNr4cH85WsP5/TCJDCT+B0od/TI+IQa7codrSJaynmzhmSOpc3n53Vt7iQ4z88C1U4fseCghBrGztNZnKKW2AGit7UqpTu3x6TCJ1Fpf1fJ7pVQ28FCXwhRC9AqvT/Ptv27ls8OVPHrDdC6YENomMf1ZQpSVfaU+4iOtTMuKD3U4p0iMspEcbeNAaf8YSC7EUFPmcA25pjptuWP+GOpcTfz5g0MkRNr4weUTQh2SEKJnNSmlTIAGUEolAZ2qYe9Ku8ZCYEoXzhNC9AKtNT/95w7e2lXCz66cxLUzs0IdUr8W6NB69tjkfluuNjY1mv1lUs4qRCiUO1xMSJetAAHfv3Q8VQ1N/OXDQyRG2bj13NGhDkkI0U1KKYvW2gP8GVgDpCil7geuB+7vzDU6TCKVUn/Cn51i7KGcAWzrUsRCiB738Nv7eDmvgDvnj2HZOaNCHU6/l+CfFXl+Tv8tFR2XFsNrm4vQWkv5mBB9yOfTVNS5SI2VlcgApRS/WjCF6gY3v/7vHhIibXxplnxYKcQAlwecobVerZTaBFwMKOA6rfXOzlygMyuRG1t87QFe1lp/ctqhCiF63PJ1R/jzB4e4cU4291w2PtThDAiBjovnjksOcSRty0mNxuHyUFLrJCMugp1FNeys8DI/1IEJMcjZG9x4fJqUIdqZtS1mk+LRG2ZQ3bCBH6zZTnyklYsmpoU6LCEGJf/WwdVAOkZp6dNa6z8qpX4PXAW4gUPALVrr6iDnHwUcgBfwaK1nB3uawBda613ArtONszNJ5N+AsRirkYe01tJ3Xoh+4J9bivjVf3Zz2eQ0fn3NFFmx6qSb5g5nUkYsGXERoQ6lTTnNzXXqyIiL4Cev7aCwwsXdXw5xYEIMcuUO/4zI2PAQR9L/hFnMPL1oNl95+nPufHEzL9w6lzkjpYGbEL3AA3xPa71ZKRUDbFJKvQO8A9yrtfYopX4H3Av8sI1rXKC1rmjnOVKUUt9t606t9SMdBdnmiA+llEUp9RDGHshVwAtAgVLqIaVU/xmsJsQQ9MG+Mr7/yjbmjU7kjzfOxGLuzLQeAZAWG87lU9JDHUa7Ah1a95c6OF7TyLbCGuxOjcsjg7+F6E2ltcbn5NKdNbjoMAvP3TKHYfERLH1uA3uO14Y6JCEGHa31ca31Zv/XDmAPMExr/bZ/HyPA50B36srNQDQQ08atQ+2tRP7ef5FR/h8ApVQs8LD/9q0uhy2E6LJNx6q444VNjE+P4ZlFswm3mkMdkuhhiVE2kqKMDq3v7i4FjFKQwqpGxqREhza4IJxNXupdniE7nF0MHoEkMk1WItuUFB3G6mW5fPmJz1i0Io81t5/F8KTIUIclxKCklBoJzATWn3TXUoxq0WA08LZSSgNPaa2fDvKY41rrX3YntvaWL64EvhZIIAG01rXAHcAV3XlSIUTX7C91sPS5DaTHhvPcLbnEhEtRwGCVkxbNgTIHb+8uxWo2SpXzKxtCHFVwT3x4iC8+ti7UYQjRbcdrJInsjKyESFYvy8Xt8bFwxXrKHLLTSYjTYFFKbWxxuy3Yg5RS0RidU7/tz8ECx3+CUfL6YhvXP1trfQbwBeAupdR5wS7fvR+h/SRSa611kINeTnRrFUL0kcKqBhYuX4/NYuL5ZXNljtkgl5Maw94SB58dquSq6ZkA5Nv7ZxK5v9RBSa2Tepen4wcL0Y+V1jpJjrZhs8gWgY6MS4th5S1zKKt1sXjFBmqdTaEOSYiBwqO1nt3idspKoX/r4BrgRa31qy2OL8ZY6LspWJ4GoLUu9v9ZBrwG5AZ52EXd/SHae5XcrZRadPJBpdTNwN7uPrEQovMq61wsWp5Hg9vL6qW5ZCdK6dBgNy4tmga3F49Pc9Pc4djMcKyPViIPlDq4+dn11DR27k1hcXUjcKIpiRADVUmNU1YhT8MZwxN44uYzOFDq4NZVG3E2yb5tIbpLGZ0SlwN7Wja4UUpdjtFI52qtddA3BEqpKH8zHpRSUcClwCkjO7TW9u7G2V4SeRfGEuiHSqk/KKUeVkp9BHwTo6RVCNEH6lwelqzcQFF1I8sXz2FiRmyoQxJ9INChNTk6jJnZCaRGqD5bifz8cCXrDlbw0f7yTj2+qNooZSuTJFIMcCW1LtIliTwt88en8ofrp7PhqJ27X9qCx+sLdUhCDHRnAwuBC5VSW/23K4DHMfrVvOM/9iSAUipTKfWG/9w0YJ1SahvGLMj/aq3f6o0g22yso7UuAuYqpS4EJmPUzr6ptX6vNwIRQpzK5fFy2+qN7D5ey9MLZ5E7StqpDxU5qUYDnUsmpWIyKVIiTeTb6/vkucvr3AB8vL+cq/2ltAFen+atnSV8YUo6JpPC5fFSUWckj7ISKQa60lonM4fHhzqMAWfBjGFUNzRx3792ce+rO3joy9Nk7JQQXaS1XkfwPYtvBDkWKF+9wv/1YWB670V3QodzIrXW7wPv90EsQogWvD7Nt/+6lU8PVfKH66bLYOchJik6jP93wwzmjjY+OEiNUHxU3IDWutffnAWSwnUHK055vg/2lnHXS5t56da5nDU2mZKaEw01pLmGGMicTV7s9W4yZCWySxafNZLKejePvXeAxGgb935hYqhDEkL0og6TSCFE39Na87PXd/LmzhJ++sWJfGlWd0YBiYHqmpnDmr9OiTThbPJQ7nA1D0Ivd7h45uPDbMmvIi7CSlpsOD+4fAJxEd3r2lvhX1E8XuPkUHkdY1NPjIw6VF4HwMHyOs4am0yRfz8kSDmrGNjKao3f37Q4SSK76jsX51BV7+apjw6TFGXjtvPGhDokIUQvkfZjQvRDj7yzn5fW53PH/DHceu7oUIcj+oHUSGM18Jh/X+SfPzjIuQ+9z7MfH0ZrKLA38uL6fN7bU9rt5yqvczHSP/dt7f6KVvcd9Tf3OVxulNYW+/dDmpSUs4qBrcQ/I1L2RHadUopfXD2ZK6dl8MAbe3llY0GoQxJC9BJJIoXoZ1Z9epQ/vX+QG2Zn84PLxoc6HNFPpEYaL9f5lQ0U2Bv4/f/2cdaYZN773nz+ccdZvPGtc4m0mdlWUN3t56qoczEjO55RyVF8fKB1c52jFUbyGFiRDHRmzUmNkZVIMaA1J5GyEtktZpPiketncG5OMj96dQfv7O7+B1tCiP5Hkkgh+pH/bC/mF//exSWT0vjNtVOkMYFolhShUMpYiXx9axEAv1wwmVHJUYDxxm3KsDi2FdZ063m01lQ43CRHh3FuTjKfH7bj8pxo23+00kgiAyuRx2saSY4OIyshQlYixYBWUmN8ICIjPrrPZjHx5M2zmDIsjrte2sz6w5WhDkkI0cMkiRSin1h3oILv/G0rc0Yk8qevzMRiln+e4gSrSZEZF0F+ZT2vbSli7qhEshJazwudkR3P7uO1uD1db7Ff7/bS2OQlOSaMc3NSaGzysvmYsbrZ6PZyvMZJhNVMcU0jziYvRdVOhsWHkxobRrk01hEDWEmNi0ibmdhwaRfRE6LCLKxcMofshAhuXbWRXcXd+4BLCNG/yLtUIfqBHYU1fP35jYxJieaZxbMJt5pDHZLoh7ITI/hwfzmHyuu5tkXTnYBpWXG4PT72lTi6/ByBpjrJ0WHMG52I2aT45KCxLzIwp/KcnGS0hiMV9RRXN5IRF0FKdBiV9W6ZEScGrNJaJ+mx4VIB0oMSo2w8v2wuMeEWFq/YwLHKvhlTJITofZJEChFiRyrqWbIyj/hIG6uW5na7s6YYvEYkRlHd0ITNbOILUzNOuX96ljHfblth1/dFBsZ7pMSEERNuZXJmLBuO2gHjdxXgogmpgFHSWlzdSGZ8BCmx4WgNlfXuLj+3EKFUUuuUUtZekBkfweplc/H6fNy8fD1ltVKxIMRgIEmkECFUWutk4fL1+LRm9bJceQMj2jXc3zH1oompQT9syEqIICHSyvYeSCKTo20AzBqRwLbCapq8vub9kBf4k8itBVU0uL1kxoeTGhMGnBiTIMRAU1LjlKY6vWRsajQrb8mlss7NohV51DQ2hTokIUQ3SRIpRIjUNDSxaHke9no3z92Sy5iU6FCHJPq5QBOda4KUsoLRXn96djzbCrq+9yjQHCcl2kgKZ49IxNnkY1dxLccq60mMspEWG05GXDgfHzDKXIfFR5DiTyLL62SVQQw8Pp82ylkliew1M7LjeWrhLA6V13Hrqg00ur0dnySE6LckiRQiBFxezbJVGzhSUc/TC2czPTs+1CGJAeDiiWn85aYzuGRiWpuPmZYVz4EyBw1uT5eeo7zOjVLGXiaA2SMTANh41M6Rivrm+ZGjU6LY6997mREfISuRYkCrrHfj8WmZEdnLzs1J4dEbZrDxWBV3v7SZJtlDLcSAJUmkEH2syevjL1tdbMqv4tEbZnBOTnKoQxIDhM1i4oqpGZhMbTf+mJ4Vh0/DzqLaLj1HRZ2LhEhbc3fgtNhwshIi2HSsiqMVDYz0r4aOTj6xcp4ZH06yf+VSxnyIgajUv09PthT0viunZfLLBVN4b28ZP1yzHZ9PhzokIUQXSBIpRB/y+TQ//Md2tpV7+dWCKXxx2qnNUYTojmmB5joFXdsXWeFwNZeyBswekcDnhyspqXUyMsmfRKYYf9rMJpKjwgi3momLsFImSaQYgEpqjCRSyln7xsJ5I/jOxeN4dXMRD7yxB60lkRRioOnVJFIp9S2l1E6l1C6l1LeD3J+glHpNKbVdKZWnlJrS0blKqd8rpfb6z3lNKRXf4r57lVIHlVL7lFKXdeJaM5RSnyultiqlNiqlcv3HlVLqMf+1tiulzuiNvx8xtGiteeCNPby6pYhrx1q5ed6IUIckBqGUmDCyEyP4aH95l84vr3ORHGNrdWz2yESqGoxGGM0rkf49vBnx4c0ro6kxYZTJrEgxAB33r0RKOWvf+eZFY1l85gieXXeEJz46FOpwhBCnqdeSSH9C+DUgF5gOXKmUyjnpYT8GtmqtpwGLgD924tx3gCn+c/YD9/rPmQTcCEwGLgf+opQyd3Cth4D7tdYzgJ/7vwf4ApDjv90GPNEjfyliSHvyo8M8u+4Ii88cwdVjZIyH6D03zhnOuoMV7DnedknrWzuPk/ubd09pblFR52ouTQ0I7IsEGBVYifQnkxktVm5SYsKay1mf//wYH+wt694PIkQfKa1xYjap5gZRovcppbjvqslcPT2Th97ax1/z8kMdkhDiNPTmSuRE4HOtdYPW2gN8BFx70mMmAe8BaK33AiOVUmntnau1ftt/DOBzIMv/9QLgr1prl9b6CHAQI3FsLw4NxPq/jgOKW1xrtTZ8DsQrpaTuUHTZ3zbk87u39nL19Ezuu2qyDLMWvermuSOItJl5Zu3hNh/zwd5yyhwuCqoaWh2vcLhPSSLHpcYQE24BYESy0VhnWHwEYRYTmfERzY8zViJd5Fc2cN/rO3nu06M99BMJ0Xu01nx8sILhiZGY29lvLHqeyaR4+LrpnDcuhR+/toO3dh4PdUhCiE6y9OK1dwK/UUolAY3AFcDGkx6zDfg/YJ2/lHQERlLYmXMBlgJ/8389DCOpDCj0H2vvWt8G/qeUehgjoT6rxbUKglyr1aubUuo2jJVKLBYLH374Ydt/G2LI2lTq4fEtLqYkm7k6rZq1az+irq5Ofl/EaTnd35mzMxSvby3inDg7ieGnfl746b5GAN5cu57iFON/BU6PprHJi6OskA8/bL2KOCpac9QHmz//pPnY0slWMiPszXE5q12U1ni4768f49NwqLhCfs9DTF5rOpZ33MO2AhfLptjk74rQ/M7cNFxTVGri7hc3873Z4UxMMvfp84vuk9eaoafXkkit9R6l1O8wyk/rMBLGk3vOPwj8USm1FdgBbAE8nTlXKfUT/7EXA4eCh9Hute4AvqO1XqOUuh5YDlzc1rWCXPxp4GmAqKgoPX/+/Db+NsRQ9dmhSp56N4/p2fG89LW5RNqMf3Iffvgh8vsiTsfp/s6MmdbAe7//gH2+DO6dP7HVfc4mL8Vv/w+ApOwc5vv35x6tqId3PyR3+iTmz8pqdc6wiQ7KHC7OHnuim/DJ0RwwHeato3tYV+xFKajzWeT3PMTktaZ9Lo+Xnz+ylgnpMfz4q+fKSiSh+52Ze5ab6578jD9vd/LX22YzZVhcn8cguk5ea4aeXm2so7VerrU+Q2t9HmAHDpx0f63W+hb/nsRFQApwpKNzlVKLgSuBm/SJll6FQHaLy2fhL09t51qLgVf9X7+CUf7a7rWE6KydRTV8bfVGhidGsnLJnOYEUoi+kJ0YyRVTM3jh82McKq9rdd/u47V4/W31i6sbm49X1Bn7GZOjWzfWAchJi2mVQAaTGmuUwXp9mv+bmUV1QxPOJhkoLvqvFz7PJ9/ewL1XTJQEMsTiI22sXpZLXISVxSvyOFJRH+qQhBDt6O3urKn+P4djlK2+fNL98UqpwLuVW4G1Wuva9s5VSl0O/BC4WmvdcjPPv4AblVJhSqlRGE1x8jqIoxg43//1hZxILv8FLPJ3aZ0H1GitpVBfdNqRinqWrMwjNtzC88tySYg69U25EL3tR1+YQLjVzK2rNlLd4G4+vqOwBoAom7mNJLJrzUUCo0GumJrB3NGJAJTVysgP0X898eEhzhmbzPnjUkIdigAy4iJ4flkuGli4fH3z/E4hRP/T23Mi1yildgP/Bu7SWlcppW5XSt3uv38isEsptRejI+q32jvXf/xxIAZ4xz+a40kArfUu4O/AbuAt/zneDq71NeAPSqltwAP49zcCbwCHMZrzPAPc2VN/IWLwK611snD5erw+zeplc8mIi+j4JCF6QVZCJE8tnEVhVQN3vbSZJq8PgO2FNSRHhzF5WBxFLZLI8joj0UztYofKycPiOH9cCt++eFzzqIQSeRMo+qk6l4eKOhfn5rS/wi761uiUaFbdkktVvZtFy/Oo8Y8XEkL0L71aX6e1PjfIsSdbfP0Zxophp871Hx/bzvP9BvjNaVxrHTAryHEN3NXW8wjRlqp6NwuXr8de7+blr81jbGp0qEMSQ9zskYk8cO1U7vnHdlZ9epRbzx3NjqJqpmXFER9hZf0Re/Njyx0ulILELq6cx0VYWbXU2BUQKJeVlQTRXwV+N9NkNmS/MzUrjmcWzWbJyg0sXbWBF5bNJcImzXaE6E96eyVSiCGjzuVhyco8jlY28Ozi2UzPjg91SEIAcN3sbM4cncRTaw9jr3dzsKyOqcPiyIyPoKTWice/QllR5yIh0obF3P3/NQRWIiWJFP1VaY3xuxnYyyv6l7PGJvPHG2ewJb+KO17c1FxJIYToHySJFKIHOJu8fG3VRnYW1/Lnr57BWWOkPEr0L9+8KIdyh4ufvb4Tn4ZpWUYS6fVpyhzGvsVyhytoU52uiI2wEG41UVIjSaTon0odxu9muqxE9ltfmJrBb66dyof7yrnnlW34fKc0yhdChIi0ixSim5q8Pu5+aQufHa7k0Rumc8mktFCHJMQp5o1OJHdkIv/dbvQImzosDrOpFjA6tGbGR7DneC3Tsnqmrb5SivTYcEod0lhH9E+l/qZPqZJE9mtfyR2Ovd7N7/+3j4QoGz+/chJKSSddIUJNViKF6AafT/ODf2zn3T2l/HLBZK6dmdXxSUKEgFKKb1xkbClPjw0nNTacrASj6VNRdSPlDheFVY3MzE7osedMjQ1vLhkUor8pqXESHWYhOkw+T+/v7pw/hqVnj2LlJ0f58wcHQx2OEAJZiRSiy7TW/OLfu3htSxH3XDaeRWeODHVIQrTrnLHJnDM2mexEI3kMdA4uqm5ka0E1ADOG99xe3vTY8ObrCtHflDmcpMl+yAFBKcVPvziRqgY3D7+9n4QoGzfNHRHqsIQY0iSJFKKL/vD2flZ/doyvnzeaO+ePCXU4QnRIKcXzy3KbS8GiwizER1oprm6k3uXBYlJMyeyZclaA9LhwSnc50VpL+Znod0prXdKZdQAxmRQPfXkaNY1N/PSfO4mLsHLltMxQhyXEkCXlrEJ0wdNrD/H4Bwf5Sm42P/rCBHmDLAaMk39XM+MiKK52siW/mokZsT3aRj81JgyXx0dNo8x5E/1PSY1TksgBxmo28eevnsHsEQl8529bWbu/PNQhCTFkSRIpxGl6OS+fB97YyxenZfDra6ZKAikGtMz4CArsDWwvrGFGD4+lSY8z3qCXyJgP0c9orSlzOGW8xwAUYTPz7OI5jEmJ5uvPb2JzflWoQxJiSJIkUojT8J/txfz4tR3MH5/Co9fPwGySBFIMbFkJERwoq6PO5WFmD+6HhJazIqVDq+hfqhqaaPJqGe8xQMVFWFm9LJfU2DCWPreB/aWOUIckxJAjSaQQnfTpwQq+87etzB6RwBM3zcJmkX8+YuDLjD/xJnrm8J7rzAo0lwqW1jipqnez4PF1smog+oVS/+q4lLMOXKkx4Ty/dC42s4mFy9dTYG8IdUhCDCnyLliITthdXMttz29iVHIUzy6a06P7xoQIpcx4o0NrfKSVkUmRPXrtQKlgSa2Tf2wqZFthDZ8erOjR5xAimDqXh//tKmnz/pLmJFLKWQey4UmRrF6WS6Pby6IVeVTUSdWDEH1FkkghOlBgb2DJyjxiwi2sWppLXKQ11CEJ0WMCSeSM7Pge398bZjGTGGWjpNbJy3n5AByrlNUC0fte3VzI15/fxPbC4CNmymQlctCYkB7LiiVzOF7TyOIVeTic0shLiL4gSaQQ7aiqd7N4ZR7OJi+rluY2z9UTYrDISjB+p2dm92wpa0BabDhv7yrlcEU9ZpMiX0rORB84WmH8nr29qzTo/YF9uikxshI5GMwemcgTN81iX4mDW1dtxNnkDXVIQnSZUipbKfWBUmqPUmqXUupb/uOJSql3lFIH/H8G/R+3Umqx/zEHlFKLeytOSSKFaEOj28uyVRsorGrk2cVzGJcWE+qQhOhxqTHhPL1wFkvOHtkr10+PDaOizkVchJXLJqdJEin6ROD37J3dwZPIkloniVE2wiyyNWGwuGBCKn+4fjrrj9j55stb8Hh9oQ5JiK7yAN/TWk8E5gF3KaUmAT8C3tNa5wDv+b9vRSmVCNwHzAVygfvaSja7S5JIIYLweH184+UtbCmo5rEbZ5A7KjHUIQnRay6dnE5cRO+UaQfKBf/vjGGMS4uhpNYpqwSi1xXYG1AK9pU6OFpRf8r9ZbVOUmUVctBZMGMYv7hqEm/vLuXeV3egtQ51SEKcNq31ca31Zv/XDmAPMAxYAKzyP2wVcE2Q0y8D3tFa27XWVcA7wOW9EackkUKcRGvNz17fxbt7Srn/6slcPiUj1CEJMWAF9lx+NXc4wxMj0RqKqhtDHJUYzLTW5NsbuHRSGhB8NbK01tU8x1QMLkvOHsU3L8rhlU2FPPjm3lCHI0QwFqXUxha329p6oFJqJDATWA+kaa2Pg5FoAqlBThkGFLT4vtB/rMdZeuOiQgxkj713kJfz8rlz/hgWnTky1OEIMaDdPG8E07PjyUmLodbf8CK/soExKdEhjkwMVpX1bhqbvJw5OokCeyNv7y7ha+eNbvWY0lonkzJiQxSh6G3fuTiHqno3T609TEKUjdvPHxPqkIRoyaO1nt3Rg5RS0cAa4Nta69pONr8L9qBeWZKXlUghWvhrXj6PvrufL52RxT2XjQ91OEIMeIlRNs4flwJAdqIxQkT2RfZvT689xKZj9lCH0WWB36/sxEgunZzGxmNVrUY/eLw+KupcMt5jEFNKcf/Vk7lyWgYPvrmXv23ID3VIQpwWpZQVI4F8UWv9qv9wqVIqw39/BlAW5NRCILvF91lAcW/EKEmkEH7v7SnlJ//cyfnjUnjwS1N7fNyBEENdSnQYEVazjPkIMY/Xx6IVeXy0v/yU+5q8Ph58cy9PfHgoBJH1jMDQ+eGJkVw6KR2t4dF39uPyGHtxK+rc+DSkSTnroGYyKR65fgbn5iRz76s7eGtn23NDhehPlPEGdDmwR2v9SIu7/gUEuq0uBl4Pcvr/gEvEGk8jAAAgAElEQVSVUgn+hjqX+o/1OEkihQA251dx10ubmZwZy19uOgOrWf5pCNHTlFIMT4yUlcgQ21FUw9r95Xx2qPKU+0pqnPg0rD9sH7DdLQNJZFZCJBMzYlg4bwQvrs9nweOf8PauEj45WAFAWowkkYOdzWLiqYWzmJ4dzzf/uoVPD1WEOiQhOuNsYCFwoVJqq/92BfAgcIlS6gBwif97lFKzlVLPAmit7cCvgA3+2y/9x3qc7IkUQ96h8jqWPbeBtNhwViyZQ1SY/LMQorcMT4rkWOWp3TJF3/nUnzza612n3FdYZTQ9crg8bC+q4YzhvTM/tDfl2xtIiQkjwmaM7/jVNVO4YEIKP1qzg9ue39T8uGEJMvd3KIi0WVi5ZA7XPfkZt63exMtfm8fUrLhQhyVEm7TW6wi+txHgoiCP3wjc2uL7FcCK3onuBHm3LIa0sloni1fkYVKK1UtzSY6WPTJC9KbhiZF8fKAcrbWUjIfIZ81JpPuU+wqrTqwSf3qwYsAmkcP9+28DLpyQxvvfT2Lv8VqqG5owmWBCusz+HSriI208v2wuX3riU5aszOOV289ktDT3EqJbpGZPDFkOZxNLVm7AXu9m5S1zGJEUFeqQhBj0RiRF4mzyUd6i0YnWmrX7y6lzefosjnd3l/L61qI+e77+wtnkZcNRo7IpWBIZGL8yNjWaTw6eWu7anedtcPfNf98Ce+MpSSRAdJiF2SMTuXhSGhdOSJMPMYaY9Lhwnl+WC8DC5Xkcr5FRQ0J0hySRYkhye3zc/sIm9pc6+MtNZzAtKz7UIQkxJDR3aPU316mqd3Prqo0sWpHHc58c6bM4Hnv/AD9+dUefJq79wZb8alweH3ER1uBJZFUjabFhzB+Xwqb8KpxN3h553nv+sZ1bV23skWu1x+3xcbymkWwpVRVBjE6JZtXSXGoam1i0PI+qIP8GhBCdI0mkGHJ8Ps09/9jGJwcrefBL05g/PtisViFEbxjeYszHzqIarnjsY9YeKCfSZuZAWV2fxKC15khFPfVuL//a2iudz/utzw5VYFJw0cRUKoOWszYyLD6Cs8cm4/b42Hi0qkeed/OxKjYdq+r1Zj3F1Y349IkPK4Q42ZRhcTyzaDbH7A3c8twG6ofYB0lC9BRJIsWQorXmN2/s4fWtxdxz2Xi+PCsr1CEJMaRkJUSgFPx3+3G+8vTnmJTi1TvOZvbIRA6X903Dncp6Nw6n8cbxpbxjffKc/cWnhyqZmhXPiMQoHE4PTScldUXVjWQlRJI7KhGLSbHuYPe7WTqcTRRVN+Ly+DhS0bv/jQuqToz3EKItZ45J4k9fmcn2wmpuf2ETbs/A7EQsRChJEimGlKfWHmb5uiMsOWskd84fE+pwhBhywixmMmLDeW9vGckxYfz99jOZmhXH6OQoDpfXobXu9RgCicxFE1LZWVTL9sLqXn/O/qDe5WFrQTVnj0kiMdoG0Kqcz+vTFFc3MiwhgqgwCzOHx/fISIT9pSdWmHcfr+329doTGB8jK5GiI5dNTufBL03j4wMVfPfvW/H6ev+1R4jBRJJIMWS8srGAB9/cy9XTM/n5lZOkqYIQITItK54J6TH87evzGBZv7F0bnRJFvdtLmePUsRM9LZBEfueScURYzbz4eX6vP2d/sOGoHY9Pc9aYZJKijCTS3nAiiSxzOPH4dPN/k0kZsRztgZXD/aWO5q/3HHe088juy7c3YDObSIuVGZCiY9fPzubeL0zgP9uP8/PXd/bJh1hCDBaSRIoh4f29pfzo1R2cMzaZh6+bjskkCaQQofL4V2fyn2+cQ2qLYe+jk412+31R0nqkoh6LSTEhPYarp2fyr23FQ6LBzjF/M6MJGTEkRPqTyLoTSWRgRmSWvylNuNWMuwf2MO4rcRBlMzMhPaZ5JdLj9bHg8XU93iG30N5IVkIEZnmNF5309fPH8PXzR/Pi+nwefWd/qMMRYsCQJFIMepuOVXHni5uZlBHLkwtnYbPIr70QoWQxm7CYW/87HJVijNg5XNH7zXWOVtQzPCkSi9nEBRNSaGzy9siKW39nr3ejFMRHWEnyl7O2bK5TdFISGWYx4fL4ur06s7/UQU5aDJMz49jjTyLzjtrZVljDtoKabl37ZEcq6qWUVZy2H10+gRtmZ/PY+wdZ2YddooUYyOTdtBjUDpQ6WPrcBtJjw1l5yxyiwyyhDkkIEURGbDjhVlOfrUSOTjaS1kDZY2mts9efN9SqGtzERVixmE0k+stZqxparkQaK5XD4o0kLMxqRmto8nYvidxX4mB8WgwTM2Iod7god7h4e1cpYDTd6Sk+n+ZwRR1jU2WIvDg9Sil+c+0ULp2Uxv3/3s0/twy9GbJCnC5JIsWgVVzdyKIVedgsJp5fNpfk6LBQhySEaIPJpBiVHM3h8t5difT5jPEeI5NOTiJ7fy9mqNnr3ST6y1jjI6wAVLYoZy2qbiQpykaEzQwYK5EALk/XZ0VW1LmorHczLj2GSZmxgNFc553dgSSy58qIi6obcTb5JIkUXWIxm3jsKzOZNzqR77+yjQ/2loU6JCH6NUkixaBU3eBm0Yo86pweVt2SK+VNQgwAo5Ojen0EREmtE5fH11w+mxIThlJDYyWyuqGJ+EgjebSYTcRHWrHXt94TGShlhZZJZNf3Re4vMRrpjE+LYVKGkUSu2VRIUbVROtuTe1EP+ueMShIpuircauaZRbOZkBHDHS9uYuNRe6hDEqLfkiRSDDqNbi9Ln9tAvr2BZxbPbv70WwjRv41OiaKgqrFXZ7YFktRR/nJWq9lEUlQYZY7Bn0Ta693NZawAiVG2Vt1Zi6qM8R4BYRZjRbI7SeQ+f2fWcenRxEfayIgL59/bizEpmDosrkfLWZuTyBRJIkXXxYRbee6WXDLjIlj63IbmfbxCiNYkiRSDSpPXx10vbWZLQTWP3TiDeaOTQh2SEKKTRqdE4fVp8u29txp5+KQkEiAtNoySmsGfRFY1uJu7sgIkRtqau7P6fJrC6sbm8R4AYVb/SmRT18tZ95c6SIyykeLfTjApIxatYfaIREYkRfZoOevBsjqSomwktEiUheiK5OgwVi/LJdJmYdGKPPL9nY2FECdIEikGDa01P1qzg/f3lvGrBVO4fEpGqEMSQpyGwJiPQ73YXOdoRT0RVjNpLcaLpMWGh2RP5Js7jvPi+mN98lxa6+Arkf5y1op6F26Pj6yEE6X/PVHOuq/Ewbi06Oa5vBP9Ja2XTk4jJtxKbU8mkeV1jJFSVtFDshIieX5ZLk1eHzcvXz8kqhWEOB2SRIpB43dv7WPN5kK+fXEON88bEepwhBCnKbBPsTf3RR6pqGdkclSrWbFpsaEpZ33648P87s29+Hxd635a7nBxwcMf8tH+8qD31zQ2NY/naGzy4vL4Wq3SJUWfKGcNzIhstRLZzXJWrTX7S+sYnxbTfOyssUlE2cxcPiWd2HBLj5Wzaq05WCadWUXPykmLYeWSOVTUuVi8YgM1jT1Xfi3EQCdJpBgUnv34ME9+dIib5w3nWxflhDocIUQXxIZbSY4O43B5HfUuT6+UmB6tqGdUcutGW2mx4VTUuWnydm8v5qpPj3LBwx92ak+n1ppDZXXUOj3N+wZP14ajdo5U1PO9v2+l3NF6JfVQeR1zfvMuG0qMUtSqBuPNb4K/sY7xtY2qendzLAAjk4OsRHaxnHVXcS11Lg+Th8U1HztrTDI777+MrIRIYsItuDy+HtkDW1HnpqaxSfZDih43c3gCT948i4NlDm5dtYFGd9fLu4UYTCSJFAPeP7cU8ev/7uELU9K5/+opzWVTQoiBZ3RKFGs2FzH5vv9x5oPvsbv4RFOLbQXVvLalsMvXbvL6yLc3tNoPCSfGfJyciJ2OcoeL3/9vH0cq6tl0rKrDx1fUuZtLOfOOdK0D5K7iGswmhcPp4Z5/bGtedQT4yweHcHt8FNQZCVqVv2y11Z7IKBsen6bW6WFrQTUxYZbmkmJosSeyi0nev7YVYzUrLp2U1up44DU6JtxIaHtiNTLQVCcnTZJI0fPOG5fCI9fPYOOxKu5+aXO3P3ASYjCQJFIMaB/tL+f7r2xj3uhEHr1hBmaTJJBCDGTLzhnFgumZfOficZiV4p9bTwz9vu9fu/jxqztbJUuno7i6EY9PMyLp5CTSaPrSnTEfj767H2eTF4tJsfZA8PLSlg61mIe5/khll55zV3EtOanR/OSLE/lwXznPfnwEgAJ7Q/PfW5XT+LsK7H1MPKmcNXDflvxqpmfHtyrz7U45q8+n+fe2Ys4fl0J8ZPBGNzHhFqBnZkUeLJfxHqJ3XTU9k18umMJ7e8v44T+2d7kMXYjBQpJIMWBtLajmjhc2kZMWw9OLZhNuNYc6JCFEN102OZ1HbpjBty7O4bxxKfxnWzE+n+ZgmYOtBdU0Nnm73ATnmL/D4oiT5sam+pvsdPW6+0oc/DUvn4VnjuCMEQmsbWOPYkuBJHLuqETyjti7lBjvLq5lUmYsC+eN4PLJ6fzmjT28uP4YT3x0CLNSDE+MxO70r0T69z623BMZWJUsqmpkX6mDGdnxra5/orHO6ZfvbThq53iNk6umZ7b5mBMrkUYSWdPYxE//uYP6LsyOPFRWR3SYhfTY8I4fLEQXLZw3gu9eMo5X/RVQ/7+9O4+Pq673P/76zpZ935p0X6EbLXRjpwgicpXNi4BKKUUUQa/3qlzlLl53vVdx+6lgsbQVFBQRRUUQECiLpS2lpfteuqRbmn2fZL6/P86ZaZLOJJPQdJLM+/l4zKOznHPmk/Q8ZvI538/38+3rBS2RoUBJpAxKu47Vs2jZagoyAyxfNIfsVH/PO4nIoPLBGaWU1zSzdl8Vj795oox1d0V9N3vF9k6lm0SeNBIZTiL7NhL53We3kpXq57OXTeSSSUVsKq/tsTR219EG0gNerpk5nIr61sjSI/E6VtfC0boWppblYIzhRzfP5D1nFvOfT27kN6v3c8PsEUwbnk1lk/NHbrRy1oIMZwT25e1HaQ9Zzh7VNYl0RyKDvR+JfGp9OWl+L+/tUsra0YmRSKecdeXu4zyych+r+rDA+86j9YwvytB0Bul3n3nPBBaeP4aHXtvDz17alehwRBJGSaQMOkdqm1mwZBUGeHjRvMgogogMLe+dMowUn4cn3zrIk2sPMrXMWR6ir91b91c2EvB5KM5K6fR8QUYAn8f0OYl8850qrppeSm56gIsnFgHwSg8lrbuO1TOuKINzx+UDvZ8Xuam8BiDyO0nxebn/Y+fwnjOL8XkMd14yntKcNCqbrbO8R2MQYyAn7cQFt3y3nPWFrUcBTh6J7OOcyGB7iKc3HOK9U0pID/hibhdOIsNzQ4+7a1Ye6UNDpZ1HtbyHnB7GGL78gSlcO7OM7z67jV+/sS/RIYkkhJJIGVRqmoIsWLKK6sZWlt02lzFdGmSIyNCRmeLjssnFPLZ6P0frWvj0pRNI8XnY28ck8p3jDYzKT+807w/A4zEUZ6X0qZy1qbWdqsYgI/KcpTGmlmVTkBHosaR117F6xhdlMrYwg8LMlD4kkU7DofC6i+Akkr9YMJvXv/QeRuanU5qTSmsIqhuDVDW0kpvm7zRvPN8dldx9zPm9FGR2Tq77Ws766s4KqhqDXN1NKStAVkrnxjqVDc7v/1Avk8j6ljYO1zZrPqScNh6P4bs3zHBG//+wgac3HEp0SCKnnZJIGTSag+3csXwNuyvq+fkts5k+IqfnnURkUPvgWWW0hyz5GQEum1zCmIKMqCORv3vzAO//0SvdzqfbV9l00nzIsOLs1D6tFVle03l9RY/HcOHEQl7ZURGz8UZTazsHq5sYX5SJMSYyL7I3Nh+qZWR+WqeRxfD7h5PBMjemQzXNVDa2dpoPCZAW8JLmziXvWsoKfW+ss/WQs2TJueMLut2ua2OdCncksrdLu2x3l0iZWJzVw5Yip47f6+GnHzmHWaPy+Oxjb/HqjopEhyRyWimJlEGhrT3Evzz6FqvfqeT7H57JhRMLEx2SiJwGl55ZTH5GgBtmjyDg8zC2MCPq/MFXdhxjy6Fafr5id9TjWGvZd7yBkTGSyJLslD6Vs5ZXO0lkac6JsvqLJxZxvKGVzYdqo+6zp6IBa2G8u6bh3LH5HKxuYr87ZzMem8trmVra/YW0cEyHapqoamjtNB8yLNyttWspK0Agsk5k75LI6qZWAl4PGYHum51ldkkiwx1kD/Xy/yGctJ45TEmknF5pAS9Lbp3D+KJMPvHwGtbtr050SCKnjZJIGfCstfzXHzbyt81H+J8PTOm225+IDC2pfi8vfn4+X7jiDADGFmWwv7KRti7rtIVHJxev2MUhd3Swo+MNrTS0tjO6IFYSmdqnctZwEhke9QM4f4IzAhdrvcjwchTji51y/PPcEbvXd50YyQiFLO0xRjLrW9rYU9EQmQ8ZS2mOE1N5TTNVjcFuk8izR+Wd9JrXY/B7Ta/LWWsag+Sk+3tscuP3ekjzeyPlrMfdctbDUf7/urPtcC2ZKb5ISbHI6ZST7ueXi+ZSkBngtqWr2Hm0LtEhiZwWSiJlwPv+c9t5bPV+Pn3pBBZeMDbR4YjIaZaT7sfvdb6uxhZkEGy3HKw+kWhYa9l9rIHLziwmZOG7z2w76Rj73FG+UTFHIlOpaQrSHOw+YVq3v5pHVr4TeVxe3YwxMKzDSOSw7FSyUn3sPHqii+z+yka+/9x2Wtra2XW0HmNgjNsldmJxJkVZKby288R6kd96egvX/vS1Tu/94tajPLPxMG8fcEY7pg7vPoksykrBa+BQtTMSmZ9xchfr/IwAAZ+HKaXRj5Xi8/a6nLWmKUhuWnwds7NSfZGRyHBjnd7OidxyuI4zhmWpM6skTHF2Ko/cPg+vx8MtS1Z1+nwSGapit00TGQAeenUP/+/vO7lx9kg+f8WkRIcjIgk2tshJvPZUNESW6jhW10J9SxsXTypi0rAs7n9pF4suHMu04SfKPfeF14jsZiQSnO7PXZcACbPWcu/vN7D9SB0fnj2SgM9DeXUTxVkpkSQXnO6NE4ozOyWRT6w9wI9f2EFFfQu1TUFG5qVH1rY1xnDB+AJe3VmBtZa2kOWJtQeoaQrS0tZOis+LtZZ/efQt6lra8HudZGlKD+WsXo8hN8XEnBMJ8N4pJYwvyoyUrnaV4vP0eiSyujF40lzNWLJSfdS1hEcinSSyrrmNhpY2MlKi/4ny2Kp9FGWlcNnkEqy1bDtcxz+dVdqrGEVOtdEFGfxy0VxuXPwPblnyBo9/8ryTmlWJDCUaiZQB64k3D/C1P292FtG+bpquMotIZPSuY3Od8BzJsYUZ3DV/PFmpPu5/ufP6beGRyBF5sedEAt2WtL66s4Ith2ppD9nI+5fXNHUqZQ2bUJTJjg5J5BZ3fuSv39jH81uOML6oc6J6/oRCKupb2XakjpW7j1PVGCRkYX+lM6JxrL6FupY2rj9nOJdMKuKSSUWRmLuTn2rYdaye1rZQpBtrRx87dzRf/uCUmPun+Dx9mBMZJDc93iTST11zG6GQpbKhNdKg6HCMeZHWWr791638nzvafLi2mZqmIJM1H1IGgCll2Sy5dQ4Hq5q4bdlq6rtp9CUy2CmJlAHpb5sO8+9PvM0FEwr40c0z8Xl1qooIFGYGyErxdU4ijzn3xxVlkJXq56PzRvPXDYc6Nap553gjw7JTI6N/XXUciYxl8YrdkRG7He68p0PVzdGTyOJMKupbqGl0Rtk2H6rlyqnDuGhiIc3BUKSpTtgFE5xmYa/tPM5f3j6xXEB4OZM97s947czh/OLWOSxfNDeuC2v5qYath51Yo82J7EmKvw/lrI2t5KTF915ZqT5qm9uobQ7SHrKReZ6xOrQerG6ipinItiN1lFc3RX62M4Z1X9orcrrMHZvPzz56DpvKa/nEL9f0eiRfZLDQX+Yy4Ly+q4JPP/oW04fnsPiW2ZE28yIixhjGFmV0SSLrSfF5KHMbySw8fwxej2HJq3si2+yrbGBUjFJWgJKs7pPILYdqeWVHBXdeMh6Pge1H6rHWmZtZ1mE+ZNjEEidJ3HmsjrrmIPsrm5g+Iocf33Q2F00s5PIpJZ22H56bxtjCDF7efoxnNx3m4klFAOw97iaRHUZbeyM/zUOrmwRGK2ftSZ/KWXsxEpmd6qeuORhZ3mNqmVOiG2teZHh9TICXth1jWySJ1EikDByXTS7h/z50Fq/vOs5nH10Xs0mWyGCmJFIGlLcPVHPH8jWMKUhn6cI5MefEiEjy6rpW5J6KBsYWZuDxOCNzw3JSuXrGcH6zej/VjU5ysq+yMWZTHYDsNB/pAS/l1dGTlwdX7CY94GXRBWMYXZDBjiN1VDa00tIWilHO6iQ1O47UR0bLJpdmkZcR4OHb53HuuJPXUDx/fAErth+jqjHIR+eNIifN3ymJDHg9Ud+rO/mpJ0YrozXW6YmTRMY/EtnaFqKxtb3XjXXCy3ucGImM3phk08EaPMYpP35x21G2HqqlLCc17jmYIqfLh2aN4L8/MIVnNh3mv/6wAWuVSMrQoiRSBoy9FQ0sXLo68kdWX66ai8jQN7Ywg4PVTZFOqrsrGhjXZY7hHRePpSnYzrLX99IcbOdIbQuju0kijTGMzEuPzJ3s6vktR/in6aXkpgeYWJzJ9iN1kdGyaInd8Lw0Unwedh6tZ7M7ejY5RgfUsHBJa0bAyyWTihhTkM47bkOg3RUNjC5Ix+vp3dzwjklkn8pZfd5ezYmsaXLKd3PinhPpo645yPF6Zy5qWW4auen+mHMiN5XXMqE4k8snl/Dazgo2HKzRKKQMWLdfOJZPXzqBR1ft57vPntw1WmQwUxIpA8Lx+hZuXboKgIdvnxeZnyQi0tW4ogysdUYXW9tC7KtsPKnM88xh2bx/2jB+/MIOHnCb7HRXzgowMj+NA1UnJ5HWWupa2iLLeEwsyWTv8cbIKOHwKEmk12MYV5TJzmP1bDlUS166n2E9fK6dN64AY5xSuFS/lzGFJ0Zcw6OtvfWuk0h/78pZa5qcEcX4u7P6aQ6GIkljYWaAYdmpMedEbiqvZWpZDpeeUUxjazu7jjVwZg/JuUgiff6KSXxk3ih+9tIufvHK7kSHI3LKKImUhGtqbWfR8jUcqW3mF7fO7tMfSiKSPMLz5l7YcpT9VY20hyzjCjNP2u6+D89g1ug8fvj8DiD2GpFhI/LS2V/ZeFLZWWNrO9YSKa+fVJJFe8hG1nUsjTInEpz1H3cerWfzoVoml2b32AgnLyPAg7fM5kvvPxNwlgwor26iqbWdfccbI8ub9EZ+qvM17zGQ3YeSz96Ws1a7jYRy40xYs1Kd32l4xDUvI0BpTmrUOZEV9S0crm1malk2508oIOA2XDtTI5EygBlj+Po107hq+jC+8Zct/O7NA4kOSQYBY8xDxpijxpiNHZ77jTFmnXvba4xZF2PfvcaYDe52a/orRiWRklDtIctnHn2Ltw9U86ObzuacUXmJDklEBrgJxZlcOKGQpa/tiTRWiZZgpQd8LFk4h7NG5GDMieVBYhmZn05DaztVbiIU1uC26c90k8gJxU7CumL7MVJ8HvJjlN5PKM7kQJXTQXRKnKNll08piZTHji1MJ2Rh5Z7jtLaHGNeHC2xZAQh4PeSmB3pdCgtuOWsvkshwOWv8cyKd7fYebyAnzY/f62FYTlrUkchwU50pZdmkB3zMG5cPOKPOIgOZ12P4wY0zuXBCIV984m2e23wk0SHJwLcMuLLjE9baG621M621M4EngN93s/+l7raz+ytAJZGSMNZavvLUJp7fcoSvXj2V900dluiQRGSQ+MTF4zha18KPX3BGGcdHGYkEp/vnIx+fx2N3nNvjPOuReU7ytr/LvMi6Lknk+KJMPMZZbmJ4blrMEcZwstnaFupxPmQ0o92k98WtRwEYG+Nn7I7HGIblpJIX5xzFrnrbnTU8Ehl/OeuJkcgC9/+nNCeV4w2tNAfbCbaHOFrnJJSbymsAmFrqjET/86wRTCjOPGk+rMhAlOLz8vNbZjGtLJu7f72WN3YfT3RIMoBZa1cAldFeM86XzoeBR09rUF0oiZSEuf/lXTy88h0+efE4Fpw3JtHhiMggctHEQs4clsXWw3UUZAS6beSSnepnXpRuqF2NdMtd93eZF9l1JDLV742Uxpbmxp7nGE4ioeemOtGMdZPIv0eSyL4lS+OLMhie130pbywpfk+vGutUh0cie9FYB5zEvSDTSSLDc0+P1rbwhcfXc9H/vsj6/dVsKq9lRF5a5P/6mpnDef5zl+DXOsIySGSk+Fh621xG5qXx8eVrIhdGJOn4jDFrOtw+0cv9LwKOWGt3xHjdAn8zxrzZh2PHTZ+8khCPrHyH/3tmG9fMLOOLV56Z6HBEZJAxxnDHReOAvidXXUWSyMrOy0vUu0lkxyWHJpY48/DCa1NGM6YgA6/H4PeaTgllvPIyAuSk+TlQ1URWio/CzL51rP7eDTP4/odn9GnfXpezNrZizIky1Z5ku9u1hSwFGSkAkQZEz2w6xB/XldMWstzxyzWs2VsZWQJEZLDKdzvQZ6X6uPWhVZ2WK5Kk0Watnd3htriX+99M96OQF1hrzwHeD9xtjLm4z5F2Q0mknHZ/XHeQ//7jRi47s5jv3TAjsrabiEhvfHBGGaPy05kxMveUHC8zxUdeuv+kkcj6ZieJDI+aAUwqcZLC7tZtDPg8jC5IZ0JxFgFf375ux7gdZccUZvTYmCeWgswUCjNT+rRvrHLW6sZW3nzn5Eqr6qYg2an+uOdfdvyd5meeKGcFuO9v2ynMTOG3nzyPhpY2jtS2MM1tqiQymJXlpvHL2+fRHrLcsuQNjsRY0kakK2OMD7ge+E2sbay15e6/R4Engbn9EYuSSDmtXtx2lM//dj1zx+Tz04+eozIkEemzgM/DM/96Efe+/9RVM4zMTz9pTmRDa5SRyGJ3JLKbclaAe98/mX+/8i2Sg8AAABsASURBVIw+xzPGHWVNVNfqcHfWrh1rl7y6h5sWr4ys1RlW0xSMu5QVOo9YFmZ0LmdtaQvxufdOYtboPH5889kEvJ64ypJFBoMJxZksu20uVQ2tLFiyipouDb1EYrgc2Gqtjdrm1xiTYYzJCt8HrgA2Rtv23erXv+CNMZ81xmw0xmwyxvxrlNfzjDFPGmPeNsasMsZM62lfY8x3jTFb3X2eNMbkdnjtXmPMTmPMNmPM++I4VsxWubGOJX331r4q7npkLZNKsvjFrbNJ9XsTHZKIDHLpAR++U3gxamReOgequpSzNneeEwkwa3Qeeen+HkdB3zulhEvPKO5zPOHmOglLIv1erIVge+ckcl9lI8F2G1maI6y6MRh3Ux3oMhLpJpFZqX6yUnxMKsnkw7NHAM7amRu/+j7mjs3v648iMuDMGJnL4gWz2VPRwKLlq2l0L1iJGGMeBf4BnGGMOWCMud196Sa6lLIaY8qMMU+7D0uAV40x64FVwF+stc/0R4y+njfpGzchvANnCLUVeMYY85cuk0D/A1hnrb3OGHMm8FPgsh72fQ6411rbZoz5X+Be4IvGmCk4v9ipQBnwvDFmEjA51rGstTd2iPc+oMa9H/VY1tr4W9RJJzuP1nHbstUUZaWwbNGcuOfLiIicTiPy03hu8xFCIRspta9vcT76OyaRI/PTeevLV/R7PGMLnXLWRHUgTXHLcFva2juV5JZXO4n2nop6zuiwTmN1U++SSL/XQ6rfQ3MwREGHktsf3DiTMYXpnS4Q9LUkWGQgu2BCIT++eSZ3/Wotn3pkLQ8umK1zXbDW3hzj+YVRnisHrnLv7wb6Ngm+l/rzLJ0MrLTWNlpr24CXgeu6bDMFeAHAWrsVGGOMKeluX2vt39znAFYCI9z71wCPWWtbrLV7gJ04iWOPcURplRvrWNIHh2qaWLBkFT6Ph4dvn0txVvflXyIiiTIyL53W9hBH6k7MUapvCeL1GFL9p/8Pu7ljC5g+PIc5YxIzAnciiezcXKe82vn97KnoPBJZ09hKbnrvGgCFLyoWdFiC5fIpJUwozoq1i8iQcuW0Ur553XRe3n6MLzy+nlDI9ryTSIL120gkTv3tN40xBUATToa8pss263Emh75qjJkLjMZJCuPZF2ARJyaWDsdJKsMOuM/Fc6yurXJjHasTt23uJwB8Ph8vvfRSlBCTW32r5Vurmqhsstw7L5U9G1azJ9FBDQD19fU6X6RXdM6cHlXHnGuUT73wOmfkOyX323a1kOKxvPzyywmJ6fPTYfu6N9jeh33f7Xmz54AzT+vlV16jIM1JKEPWcrjGGYl8fcNOJrM/sv2x2kYaqlp79Z7eUCsAu7e8TesBjcAkmj5rEqMU+OdJfn63vpyGqqN8bHKgz820EkHnTfLptyTSWrvFLTd9DqjHSRi7Fnt/B/iROxdxA/AWTtvbHvc1xvyn+9yvwk9FDyOuOLq2yo16rCgHXwwsBsjIyLDz58+Pslvyampt52NL3qCiqZlli+Zy/vjCRIc0YLz00kvofJHe0Dlzeow6Vs99b75M4egzmD/LKXT509H15NUeH5S//3d73tSsOwgb13H27LmMK3I60h6uaab92RcAaPZnMX/++QCEQpamZ59m6oQxzJ8ffzOhkk2vcbihmvfNv4CirL51kZVTR581iXPJJZa8p7fw4Ct7OGvSOD57+cREhxQ3nTfJpz9HIrHWLgGWABhjvoUzotfx9VrgNvd1A+xxb93ua4y5FfgAcJk90TLuADCyw+FHAOVxHCvcKndWh31jHkviE2wPcfev17J2XxU/+8g5SiBFZFAYnpeGMXRa5qOhpY2MlORsBBatnLXcHYUsykrpVM5a19JGyNKrOZEA2ak+jIG8XnR1FRmKjDH8x1WTqWwI8oPnt5Of4eeW88YkOiyRqPq7O2ux++8onEStazehXGNMeBLEx4EVbmIZc19jzJXAF4GrrbUdJ2M8BdxkjEkxxowFJuJ0JeopjmitcmMeS3pmreVLT2zg71uP8o1rp/H+6aWJDklEJC4pPi8lWansrzzRobW+pa1TU51kkuJzkueOSeQhdz7k+eMLqKhvoa7ZKXkNL1HQ2yQyK9VHbpr/lHbZFRmsjDH874emc/nkEr781CaeWq8xDBmY+vtb8Ql3LmIQuNtaW2WMuRPAWvsATtObXxpj2oHNwO3d7es+/xMgBXjOrRVfaa2901q7yRjzW/c4be4+7T0cC6K0yu3hWNKD7/x1K0+sPcC/XT6Jj84bnehwRER6ZWR+Wqe1Iutb2jotRZFMIiORHdaDDHdmvWB8IX9cV87eikamj8ihusmZ29jbxjpXTitlTEFius+KDEQ+r4effORsFjy0is/9Zh3ZqT7mv4ulgkT6Q3+Xs14U5bkHOtz/B84oX1z7us9P6Ob9vgl8M95jua8t7M2xpHsPrtjNz1fs5pZzR/Mvl8X8rxIRGbBG5KWzak9l5HF9SxtlucnZVTrFH72cNT3gjayRubui3kki3ZHI3F6WpV49o4yrZ5SdoohFhoZUv5df3Dqbm36+kk89spZHPj6PWaPzEh2WSIRqR+SUeeLNA3zz6S1cNX0YX7l66qDqKiYiElaQEaCyoTXyuKGljYxAso5ERi9nLc1JZXRBOsbAnooGAGqa+lbOKiLRZaf6Wb5oLiXZKSxatprtR+oSHZJIhJJIOSVe3HqUf3/ibc4fX8APbpyJ16MEUkQGp4LMFJqC7TS2Oo2865vbyEjaOZHhkcgO5aw1TZTlppHq91KWk8ZeN4msdpPIXCWRIqdMUVYKD98+jxSfh1uWvNGp1F4kkZREyrv25jtVfOpXbzK5NIuf3zIrcuVaRGQwKsh05vQdr2/FWktDazLPiXRHIoMdylmrmynLSQNgXFHGiZHIRmf0NltJpMgpNTI/nYdvn0dTazu3LHmDY3UtiQ5JREmkvDs7jtSxaNlqSrJTWbpwLlmp+uNBRAa3ggw3iWxopSnYTsiSvCORXeZEtrS1U1HfQlmuk0SOKchgd0UD1lqqG4Ok+b2k+nUhUeRUO2NYFktvm8Ph2mYWLl1FrdsVWSRRlERKn5VXN7HgoVUEfB4eXjRPi0SLyJBQkOl8lh2vb6G+2SlpTd4lPjqXsx6ucZb3KHUbDY0tzKCuuY3KhlZqmoK9bqojIvGbNTqf+z82i22H67hj+Rqag1o4QBJHSaT0SVVDKwseWkV9cxvLb5vLqIL0RIckInJKdByJrG9J9iSyc2OdcneNyHA569hCZ2mO1XsrqWoMqqmOSD+79Ixi7vvwDFbtreQzj75FW3uo551E+oGSSOm1xtY2Fi1fzb7KRh68dTZTyrITHZKIyCnTcU5ksieRgcg6keEk0lkjMrzkyZmlWXgM3PnIWp7fckRJpMhpcM3M4Xzlg1N5bvMR7v39Bqy1iQ5JklByfitKnwXbQ9z1q7Ws31/Nzz46i3PHFSQ6JBGRUyo94CPN73XKWd0kMlnnRHo9Br/XRMpZD9U4SWSpOxJZmpPGy/dcyuu7Klizt4qLJhUlLFaRZHLr+WOobGjlRy/sID8jwL1XTU50SJJkkvNbUfokFLLc8/h6Xtp2jG9fP50rpw1LdEgiIv2iINNZKzI8JzJZu7OCU9IaKWetaSYv3U9a4ETznJH56dyYP4ob54xKVIgiSelfL59IVWMrP1+xm7yMAHdeMj7RIUkSSd5vRekVay1f+/Nm/rCunC9cMYmb5+qPBREZugoyAlQ0tNLQmtwjkeA01wmPRJZXN0U6s4pIYhlj+MoHp1LVGOQ7f91KXrpfF3PktEneb0XplR8+v4Nlr+/ljovGcvelExIdjohIvyrITOFIbXPSd2cFN4l050Qeqm5mZL4aqYkMFB6P4b4bZlDTFOTe328gJy2gSjE5LdRYR3q09LU9/OiFHdwwawT/cdVkjDGJDklEpF8VZLjlrC3OCFxSJ5H+juWsTZGmOiIyMAR8Hh742DnMGJnLvzz6Fq/vqkh0SJIElERKt36/9gBf/dNm3je1hG9fP10JpIgkhfzMgNudNYjXY0j1J+/XZbicta45SF1zm8pZRQag9ICPpQvnMKYwnTuWr+HtA9WJDkmGuOT9VpQevbTtKPf87m0umFDAj246G59Xp4uIJIfCjBRa20McqmkmI+BN6gtoThLp/C4ASnM0EikyEOWmB/jlonnkpgdYuHQ1u47VJzokGcKUFUhUm8pruPtXazmjJIuf3zKbVL+3551ERIaI8FqR+443kpWa3Gsfpvi8tARDHdaI1EikyEA1LCeVRz4+DwMsWLIqsiyPyKmmJFJOUl7dxKJlq8lJ87P0tjlJPRdIRJJTfoaTRL5T2UhGSnJfREvxO+Ws5dXOSKSSSJGBbWxhBssXzaW2KcgtS1ZR1dCa6JBkCFISKZ3UNgdZtGw1jS3tPHTbHEqyVbYkIsmnMDMFgGN1LUl/Ie1EOWsTHgMlWSmJDklEejBteA4P3jqbfZWNLFy2moaWtkSHJEOMkkiJCLaHuPtXa9l5tJ77PzaLM4dlJzokEZGECI9EQnKvEQluOWtbiIPVTZRkp2p+vMggce64An5y89lsOFDNnY+8GVnvVeRU0DeBAGCt5b+e3MgrOyr49vXTuXBiYaJDEhFJmI5JZFZqsieRTjnroepmNdURGWSumDqM73zoLF7ZUcHnfrue9pBNdEgyRCT3N6NE/OKVPfxmzX4+854J3DB7ZKLDERFJqFS/l6wUH3UtbWQEkvurMsXvoSXolLNOHZ6T6HBEpJc+PHsk1Y2tfOvpreSm+fnGtdOSuuO0nBrJ/c0oALy49Sjf+usWrpo+jH+7fFKiwxERGRDyMwPUtbSRmfQjkV6ag+1UNwW5YuqwRIcjIn3wiYvHU9kQ5IGXd1GQEeBzV5yR6JBkkEvub0Zhx5E6PvPoW0wpzeZ7N8zA49GVKRERgIKMAO8cb1RjHZ+H2manKYfKWUUGry9eeQZVDa38+O87yU0PsOjCsYkOSQax5P5mTHJVDa3cvnwNqX4vDy6YTXqSl2yJiHRU4HZoVRJ5on1CaY6W9xAZrIwxfPO6adQ0BfnanzeTl+HnurNHJDosGaTUWCdJBdtDfOpXb3K4tpnFC2Zp3S8RkS4K3OY6Sd+d1X9inczh+q4QGdR8Xg8/vGkm540r4J7H3+bvW48kOiQZpJREJiFrLf/z1CZW7q7kO9dP55xReYkOSURkwCnIdJJIdWftMBKZq3JWkcEu1e9l8YJZTC7N5lOPrGX13spEhySDkJLIJPTwynf49Rv7uPOS8Vx/jsoYRESiKchwylmTvjurm0QGfJ7I6KyIDG5ZqX6W3TaH4blpLFq2mi2HahMdkgwySiKTzCs7jvHVP23m8snF3PM+deYSEYklPBKp7qxOOWtZTqqWBRAZQgoyU3j44/PICPhY8NAq9h1vTHRIMogoiUwiK3cf565H1jKhKJMf3nQ2XnViFRGJ6eyReUwbns3E4sxEh5JQKX7nTwU11REZeobnpvHw7XMJtof42JI3OFrbnOiQBDDGPGSMOWqM2djhua8YYw4aY9a5t6ti7HulMWabMWanMeZL/RWjksgk8czGwyx4aBXF2SksvW1O0ncbFBHpyaiCdP78mYsiXVqTVbicVfMhRYamiSVZLF04h4r6Fm56cKUSyYFhGXBllOd/YK2d6d6e7vqiMcYL/BR4PzAFuNkYM6U/AlQmMcS0tYf447pyAIyBfZWNvL7rOGv2VnLWiFyWLpxDnua0iIhInMLlrOrMKjJ0nT0qj+WL5rLwoVXctHglv77jXIb1sC5sKGRpbmunsbWdY40hth+poyUYImQt7dZiraU9BCFrCYWc50LW2S9kLe0h97F1HgO4/2BxGkF2dOK1Ltt22Ad3v8ie7p1RBemcO66gb7+cBLDWrjDGjOnDrnOBndba3QDGmMeAa4DNpy46h5LIIaa1PcTnH18feWwMTB+ew13zJ3DXpeO1FqSIiPRKZCRS5awiQ9qcMfksXzSXWx9axfzvvchV00u5cuow2kOW6qYgh6qbOFDl3PZXNXK4tplOed6KFQmLvSfXziwbSEmkzxizpsPjxdbaxXHu+2ljzAJgDfB5a21Vl9eHA/s7PD4AzOt7qLEpoxhiUn1eVtxzaeQqTW56gJw0f4KjEhGRwaowyynnnViS3HNDRZLB7DH5/OHuC3jotb38aX05v197MPKax8Cw7FRG5Kdz3vgCynLSyEz1kR7w8s6uHZx91lRSfF68HjDG4DUGjzF4POAxBq/H4DEd73d+Pdyp40T/LhO5f+I10+VxZMsu+3Z4zRjSOqx3OwC0WWtn92G/+4Gv44yvfh24D1jUZZtoDU9slOfeNSWRQ4zHYxhVkJ7oMEREZIiYVJLFy/fMZ3RBRqJDEZHTYGJJFt++fjr//YHJbC6vJT3gIyfdT1FmCgFf9HYqL7XsZf5ZZac50uRirT0Svm+MeRD4c5TNDgAjOzweAZT3RzxKIkVERKRbSiBFkk96wMfsMfmJDkNcxphSa+0h9+F1wMYom60GJhpjxgIHgZuAj/RHPEoiRUREREREBghjzKPAfKDQGHMA+B9gvjFmJk556l7gk+62ZcAvrLVXWWvbjDGfBp4FvMBD1tpN/RGjkkgREREREZEBwlp7c5Snl8TYthy4qsPjp4GTlv841bROpIiIiIiIiMRNSaSIiIiIiIjETUmkiIiIiIiIxE1JpIiIiIiIiMRNSaSIiIiIiIjETUmkiIiIiIiIxE1JpIiIiIiIiMRNSaSIiIiIiIjETUmkiIiIiIiIxE1JpIiIiIiIiMRNSaSIiIiIiIjETUmkiIiIiIiIxE1JpIiIiIiIiMTNWGsTHcOQYIwJAU2JjkMGDR/QluggZFDROSN9ofNGekvnjPSFzpv4pVlrB/1AnpJIkQQwxqyx1s5OdBwyeOickb7QeSO9pXNG+kLnTfIZ9FmwiIiIiIiInD5KIkVERERERCRuSiJFEmNxogOQQUfnjPSFzhvpLZ0z0hc6b5KM5kSKiIiIiIhI3DQSKSIiIiIiInFTEikiIiIiIiJxUxIp0g1jzJXGmG3GmJ3GmC91eP49xpi1xpiNxpjlxhhflH0LjDEvGmPqjTE/iXH8p4wxG2O8do0x5m1jzDpjzBpjzIUdXrvVGLPDvd16Kn5WOXX667wxxrzkHnedeyuO8f73uu+9zRjzvp7ikoEhkeeNMWZuh9fXG2Ou6ykuSbx+PGcCxpjFxpjtxpitxpgPxXh/fdYMQok8b/RZM4RYa3XTTbcoN8AL7ALGAQFgPTAF5+LLfmCSu93XgNuj7J8BXAjcCfwkyuvXA78GNsZ4/0xOzFs+C9jq3s8Hdrv/5rn38xL9+9Kt/88b4CVgdg/vP8V9zxRgrBuLN1Zcif596TZgzpt0wOfeLwWO4iwervNmgN76+Zz5KvAN974HKIyyvz5rBuFtAJw3+qwZIjeNRIrENhfYaa3dba1tBR4DrgEKgBZr7XZ3u+eAk662WWsbrLWvAs1dXzPGZAKfA74R682ttfXW/ZTF+dAO338f8Jy1ttJaW+W+/5V9+QGlX/TbeROna4DHrLUt1to9wE43plhxycCQ0PPGWttorW1zH6Zy4vNG583A1Z/nzCLg2+52IWttRZRt9FkzOCX0vNFnzdChJFIktuE4V+XCDrjPVQB+Y8xs9/l/Bkb28thfB+4DGjs+aYy50xhzZ4fH1xljtgJ/wflw7i4uGRj687wBWOqWAf23McYAGGOuNsZ8rYf313kzsCX6vMEYM88YswnYANzp/qGn82bg6pdzxhiT6979ulva+LgxpsR9TZ81g1+izxt91gwRSiJFYjNRnrPu6OBNwA+MMauAOqAtyrbRD2rMTGCCtfbJKAd/wFr7QIfHT1przwSuxUk8Y8YV7/tLv+uX88b1UWvtdOAi93aLe/CnrLVf7u79u3leBoZEnzdYa9+w1k4F5gD3GmNSY8XVy/eX/tFf54wPGAG8Zq09B/gH8D334PqsGfwSfd7os2aIUBIpEtsBOl+FGwGUA1hr/2GtvchaOxdYAezoxXHPA2YZY/YCrwKTjDEvdbeDtXYFMN4YU9hdXDIg9Nd5g7X2oPtvHc582rm9eH+dNwNbos+bjttvARqAad3FJQnXX+fMcZwqmfCFzseBc3rx/jpnBrZEnzcR+qwZ3JREisS2GphojBlrjAngXKF7CiDc3dAYkwJ8EXgg5lG6sNbeb60ts9aOwZmcvt1aO7/rdsaYCR3Kzs7BmWh+HHgWuMIYk2eMyQOucJ+TgaFfzhtjjM+9iIAxxg98AIjW2fcp4CZjTIoxZiwwEVjVXVwyICT0vHHf1+feHw2cAeztLi5JuP76jrLAn4D57lOXAZujbKrPmsEpoeeNPmuGjpNa94qIw1rbZoz5NE6C5gUestZucl++xxjzAZwLMfdba/8e7RjuaGM2EDDGXAtcYa2N9mUc3v5O970fwJnQvsAYEwSagBvdD+lKY8zXcT5wAb5mra18lz+unCL9dd4A7wDPuomAF3geeNDd/mqc7ptfttZuMsb8FufLuw2421rb7m4XKy5JsESfNzgXtL7kft6EgLvCTTF03gxM/fwd9UXgYWPMD4FjwG3u9vqsGeQSfd6gz5ohI7x8gIiIiIiIiEiPVM4qIiIiIiIicVMSKSIiIiIiInFTEikiIiIiIiJxUxIpIiIiIiIicVMSKSIiIiIiInFTEikiItILxphcY8xd7v0yY8zvEh2TiIjI6aQlPkRERHrBGDMG+LO1dlqCQxEREUkIX6IDEBERGWS+A4w3xqwDdgCTrbXTjDELgWtxFsqeBtwHBIBbgBbgKmttpTFmPPBToAhoBO6w1m49/T+GiIhI36icVUREpHe+BOyy1s4E7uny2jTgI8Bc4JtAo7X2bOAfwAJ3m8XAZ6y1s4AvAD87LVGLiIicIhqJFBEROXVetNbWAXXGmBrgT+7zG4CzjDGZwPnA48aY8D4ppz9MERGRvlMSKSIicuq0dLgf6vA4hPOd6wGq3VFMERGRQUnlrCIiIr1TB2T1ZUdrbS2wxxhzA4BxzDiVwYmIiPQ3JZEiIiK9YK09DrxmjNkIfLcPh/gocLsxZj2wCbjmVMYnIiLS37TEh4iIiIiIiMRNI5EiIiIiIiISNyWRIiIiIiIiEjclkSIiIiIiIhI3JZEiIiIiIiISNyWRIiIiIiIiEjclkSIiIiIiIhI3JZEiIiIiIiISt/8PdCc7DLaYkB0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.931799999999997°C and 35.081869565217396°C\n",
      "with a speed of roughly 16.066500650007228°C per hour\n",
      "we see a voltage tempco of roughly 0.02424052552390006 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230209-140816_ADRmu13_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "raw=raw.ffill()\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu13 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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